{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0094d55b-4129-4caa-9746-a7bea0655015",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext lab_black"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4c5e70e3-ad6e-4217-946f-f700f860ccdf",
   "metadata": {},
   "outputs": [],
   "source": [
    "import scanpy as sc\n",
    "import scipy as sp\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "pd.options.display.max_columns = None\n",
    "\n",
    "sc.settings.set_figure_params(dpi=80)\n",
    "sc.settings.verbosity = 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6a2c930b-1e00-44ca-a41c-9d70c4afff5b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 46086 × 24919\n",
       "    obs: 'orig.ident', 'nCount_RNA', 'nFeature_RNA', 'Sample', 'cell_type'\n",
       "    var: 'features'\n",
       "    obsm: 'X_umap'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata = sc.read_h5ad(\"./snATAC-seq.h5ad\")\n",
    "adata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8b4129f5-c6f9-49a5-bcbd-be05b969491b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>orig.ident</th>\n",
       "      <th>nCount_RNA</th>\n",
       "      <th>nFeature_RNA</th>\n",
       "      <th>Sample</th>\n",
       "      <th>cell_type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CK171#AGGCGTCCACCATTCC-1</th>\n",
       "      <td>0</td>\n",
       "      <td>10000.003</td>\n",
       "      <td>21275</td>\n",
       "      <td>CK171</td>\n",
       "      <td>CM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CK171#TGATCAGAGGTAAGTT-1</th>\n",
       "      <td>0</td>\n",
       "      <td>10000.021</td>\n",
       "      <td>20991</td>\n",
       "      <td>CK171</td>\n",
       "      <td>CM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CK171#TAGCATGCAAGTCTCA-1</th>\n",
       "      <td>0</td>\n",
       "      <td>9999.971</td>\n",
       "      <td>21083</td>\n",
       "      <td>CK171</td>\n",
       "      <td>CM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CK171#TACATTCCAAACCTAC-1</th>\n",
       "      <td>0</td>\n",
       "      <td>9999.961</td>\n",
       "      <td>20742</td>\n",
       "      <td>CK171</td>\n",
       "      <td>CM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CK171#CACCACTGTCGCTAGC-1</th>\n",
       "      <td>0</td>\n",
       "      <td>10000.007</td>\n",
       "      <td>21186</td>\n",
       "      <td>CK171</td>\n",
       "      <td>CM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CK355#AACAGTCAGAATGCTA-1</th>\n",
       "      <td>0</td>\n",
       "      <td>10000.013</td>\n",
       "      <td>3413</td>\n",
       "      <td>CK355</td>\n",
       "      <td>Myeloid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CK355#TGAATCGCATTTCTTG-1</th>\n",
       "      <td>0</td>\n",
       "      <td>9999.981</td>\n",
       "      <td>3014</td>\n",
       "      <td>CK355</td>\n",
       "      <td>Myeloid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CK355#AATGGCTCAGGCTACC-1</th>\n",
       "      <td>0</td>\n",
       "      <td>9999.987</td>\n",
       "      <td>3075</td>\n",
       "      <td>CK355</td>\n",
       "      <td>Lymphoid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CK355#CAGGGCTAGTGAGTTA-1</th>\n",
       "      <td>0</td>\n",
       "      <td>10000.001</td>\n",
       "      <td>3020</td>\n",
       "      <td>CK355</td>\n",
       "      <td>Myeloid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CK355#CAATCCCTCTCTGCAC-1</th>\n",
       "      <td>0</td>\n",
       "      <td>10000.000</td>\n",
       "      <td>2929</td>\n",
       "      <td>CK355</td>\n",
       "      <td>Myeloid</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>46086 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          orig.ident  nCount_RNA  nFeature_RNA Sample  \\\n",
       "CK171#AGGCGTCCACCATTCC-1           0   10000.003         21275  CK171   \n",
       "CK171#TGATCAGAGGTAAGTT-1           0   10000.021         20991  CK171   \n",
       "CK171#TAGCATGCAAGTCTCA-1           0    9999.971         21083  CK171   \n",
       "CK171#TACATTCCAAACCTAC-1           0    9999.961         20742  CK171   \n",
       "CK171#CACCACTGTCGCTAGC-1           0   10000.007         21186  CK171   \n",
       "...                              ...         ...           ...    ...   \n",
       "CK355#AACAGTCAGAATGCTA-1           0   10000.013          3413  CK355   \n",
       "CK355#TGAATCGCATTTCTTG-1           0    9999.981          3014  CK355   \n",
       "CK355#AATGGCTCAGGCTACC-1           0    9999.987          3075  CK355   \n",
       "CK355#CAGGGCTAGTGAGTTA-1           0   10000.001          3020  CK355   \n",
       "CK355#CAATCCCTCTCTGCAC-1           0   10000.000          2929  CK355   \n",
       "\n",
       "                         cell_type  \n",
       "CK171#AGGCGTCCACCATTCC-1        CM  \n",
       "CK171#TGATCAGAGGTAAGTT-1        CM  \n",
       "CK171#TAGCATGCAAGTCTCA-1        CM  \n",
       "CK171#TACATTCCAAACCTAC-1        CM  \n",
       "CK171#CACCACTGTCGCTAGC-1        CM  \n",
       "...                            ...  \n",
       "CK355#AACAGTCAGAATGCTA-1   Myeloid  \n",
       "CK355#TGAATCGCATTTCTTG-1   Myeloid  \n",
       "CK355#AATGGCTCAGGCTACC-1  Lymphoid  \n",
       "CK355#CAGGGCTAGTGAGTTA-1   Myeloid  \n",
       "CK355#CAATCCCTCTCTGCAC-1   Myeloid  \n",
       "\n",
       "[46086 rows x 5 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.obs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3c4e077a-be56-442e-a68d-3de287ffdc08",
   "metadata": {},
   "outputs": [],
   "source": [
    "adata.obs.rename(\n",
    "    {\n",
    "        \"cell_type\": \"cell_type_original\",\n",
    "        \"nCount_RNA\": \"n_counts\",\n",
    "        \"nFeature_RNA\": \"n_genes\",\n",
    "        \"Sample\": \"sample\",\n",
    "    },\n",
    "    axis=\"columns\",\n",
    "    inplace=True,\n",
    ")\n",
    "\n",
    "adata.obs.drop(\n",
    "    columns=[\"orig.ident\",], inplace=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d539d44c-d755-4176-b739-6017695e54f8",
   "metadata": {},
   "outputs": [],
   "source": [
    "adata.obs[\"cell_type_original\"] = adata.obs[\"cell_type_original\"].astype(\"category\")\n",
    "adata.obs[\"sample\"] = adata.obs[\"sample\"].astype(\"category\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0a9587c2-9629-46ca-a519-0c864f35d4c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "n_counts               float64\n",
       "n_genes                  int32\n",
       "sample                category\n",
       "cell_type_original    category\n",
       "dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.obs.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "456f9c8e-e035-4159-b907-df9daff51566",
   "metadata": {},
   "outputs": [],
   "source": [
    "adata.obs[\"cell_type_original\"].replace(\n",
    "    {\"CM\": \"Cardiomyocyte\", \"Endo\": \"Endothelial\", \"Fib\": \"Fibroblast\"}, inplace=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "79548207-e13d-4f00-8c85-7f402c5c741f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "... storing 'cell_type_original' as categorical\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 320x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(adata, color=\"cell_type_original\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1bae7f77-fd62-4244-a689-b1b84f97715c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "... storing 'patient' as categorical\n"
     ]
    },
    {
     "data": {
      "image/png": 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KDrczTF7tH+i2mJkfGqQz7VPohp7GdNd3Obr5OQZVQ5Q0tdFSsp6UM09xyDKXOYEkbA1/xjDv/TiNKXTO9LBAO8afG4eYs3eIltnZ3BQa4/GcOL6QUYYpv5yjR6qxPfo7wqvXkHfLCuqDSmZaDFMdCnlZaNkFyd1oMtlV0BGKkmpK5fzIEBmhLdyfuoz4qIIDcbNpaX+Wp515vNyi4nlDhNazThy1tcx54XE0fkF3Xja9cX6cFjsx/V7OBBtRNLoxH36ZDXu2MydVz3tdO3A27CGn6ShzuyP8rvIpTAlGorduQqQtpf/4TsqNKh7qGpzqUMhkFySPRpPJrtBZj4+HuwYp0ppxWW7k/Egnz9XqcNcpuLFiCxuKH+aBrt+ydWAvmZ4UsvQtKMoW86XSNdxzrpVP/OmPNM9/J+lzcvlr0Z2sbDnKQZsRy/T/xmxrpL3DzpNJ83EtDmEJj5AR8bGi7SVSPH04599Faq4BzgVRKTXMtRqnOhwy2QXJLRuZ7Aola9TkRYYoiB4i//hf0HV1sEdY0bzr7Xyv5FN889D/YrK6WNz3PAUKF0U1ffx1bAlLR9zoHaWMvP3zdBRpqc+YxcKQFpVxGnd07+aZURe6nAi6ihOU11WhH9GzPGk5swISPvU9fCtOjz0/Hs9AH81KA6M7vkiF5s0/m4DsP5PcspHJrlCiVs1NCTq6hw2EpDE8oTupXBRHo/8w6REfmuRE+oSR5wyzGPG28gGrGrEsFU20nv5AiBn+Knp2NZJzYxzh7k4eTcknM3kmie4etg/X4w/0Mf3dX+e+HS9yOKakZagFlUriY/krUUXC9A+rKJx+MyK8moHRI8TFLUKhUKNQqKc6NDLZP8gtG5nsKjDEFVKbMp3GVeWkiQHel9hHYMDKuuN1WCrW8HPrO1ifEM/9B1r56U3vwjo4QEEEOixpdLmycXzqAbrDSVRZzOjCPTjs6dzYrWTDw1tYP9TPSP0pEudM421FDhKSQ7QntSLqf0LtgSfRW0YRQjAW8REXtwy/p5lweHSqQyKT/Qs52chkV0GyVs37LaXcdVbHzuQ4+mraSYrmE81cSM/5zdzT00Fy1EjCzYu58/G/MnOshwF1IgNjbro1HnpOv0yXUHM2oYz3JKwgfjDAudHD6Dbl01WylhMaMyMqLQNth9CPWBh1FXIoOMapiITVmgLAkdodbPnLr3G//Gei/jflLAKy/2ByspHJrpJv+7ycz8okVTmEeKSK28VB4uxOqjPKKZiTRsTfSzQqEKsX404pYnbIysfyjWQvuAGNIhlP3HQSUuJ5wN+C3VTDnqJbqUldhrq9jXX+MCOH/sr5pnZaMRCzmyktLCa5qZO/PVaJt1tiTcWtrLvn47TbClFJb86bO2X/ueRkI5NdJetrtxDwbOXe2DnWvM9A99JNtC/7EPdYQzxRs5XqmnP8vE1DsitMisfPeZ2Xz7lNJIXrKQ5u5R1F0/jY2EkyFWG6OqO8b7QZQ0s9em8Str5RIvvbsekqmGe0UtYTpDEyxosVb2NFxiyMyRJs+x/a6k/zhXNpvLx9Gww3T3VIZLJ/kJONTHaVhMoXkU07RwOpNA0JovUe9Ht/SNS2nM+3bmbTwBFui48wXJJCqGoH6sgQ8yIKft7lpDrhk2jdI4R8CbzP6qNSTMNxop3sxhZ6knPImj4GN8+gfqCXBeounlLHY2sqYHXDHhQtDyICTlj1ALW+Yd6/Ko1ZM2ZCfN5Uh0Qm+wc52cjetE67fWwdHOXR7qGprgoAZ8LQmxbP2sEXaU4voCLRRt6CTfh/9X36TT/HZ56LMi6GSq2l695PUqFPp0zlIzeWRFmRg8S8LKpK57Or38vXxTlSluey566b2Jlj4kA4lbr42cTdAG3RHpa6T2H3PEVm/gitMQ3VZ7qJaOzs2qckLnaEjLyyqQ7HNSGEeEQIIU38RYQQ7UKIXwsh4icmnPy1EKJBCOGfKPupEMI21fWeTK8Vk4nyB4QQB4QQ7ol9sl/1epsQ4kdCiHNCiDEhRLcQ4lEhRNqV1Ese+ix7U/G7XZzfuQWQ8M9YwBa/4FRPL8reLu6bM2NK6/bu9FR2NU2jTznMnKbzPGFejyQV8pGv/ZbEOBvHD0e5Q1fFI04vFUE3lYNKMof30+i4jRaNYM+LDzGq1eDKXYPQ+uhVtrFs9xCrso10d3XQUpDCS50ZfNnTwNHUQg4r05je38DMDCPCdh7FgIQuM5FeYx7OXi/xGdf7xMZXzQHgLsa/z2YDvwcygB8DRuBTQAOQC/xq4nHjVFT0GrpYTDYwvkbOCxN/373Aa1MYX7jtq4wvvOZgPJZbhBAzJEm6rJu55GQje1OIhEKoNBpUWi1qgwGd2UpWRgaLh1x4A372RCLcN8V1bBk+y4zj29GlrkCbZ+O9Oj8BrQZ1ajz7hrbRnl+Orm4vM7TdpNsMnLaYSaq4gbS2A6h3QldBLkOKEIvx4Y55wTqXhy37eMC/h8PWRXS0uSh0BBlw21nWXMXRLIniaD0v2f6Le90ZNMZe4n/W30WoZyuqYQ999hUkm95kXWlft/77xJNfd73eBI4hSZL6Jv7dJYSYxvjMxndIkrTjFfs1CyG+DPxZCGGUJGnsalf/avtN2/f+LR4fyv7cpUxoecGYCCH0kiR9FUAIseRCL5QkqQ7Y9IpNjUKIjzO+IFshcP5yzkXuRpNdn8J+aN//j6cdp44CoNbqmLb+FvIXL8egUFBmNlARb6ceFe3+qV2MMMuchnnlPQTVW3DV7KH517/G3PE0kViUtEMBKs4epcA/QK1fy5FAHCNxShL6OplZspDMIKzs3Mnvu/7MhpMv4DvXTMGerxPnCLBrzgc5npZBICGBvJpuVK5D4EghzqbjmXMpLJMqSViYzN59yxju8dOnS0VZdAtajW1K4/GGfd2aBdQCu4CfTTzWTmx/I/yMf7dd6Me0BfBN7HNd+03b9y4Yj4ntb9RrxeRSWCYenZf5erllI7u+hEIjhISSA3vOogw2s0JdimTQEGsawdu1n0DxUlRJY4RDUY5rY/yuc4hPZyWRptPwVN8I/51z2Ws7XbG++k5OtDm5KziCMtBFa2kRX9UWMnRoC1/Xa5DCHiybfs58X4BdL20lsamJQMYA0qiOhFWl7I/Ook19Dq0un6ZzXShP5jA3qiAhvZbqhiBGbyP2xUaqfTfR3Omkd/Nppk3PorNHQeOOX1MxN0xa/odRj81CoZ/62Z/fkPEWzVbGf8Gr+OcqlfnAFr5uLbuEFg5CiFLgY8AxSZI8rypLBL4G/PJyu4KulYkWzUXj8Zu275VdYgvnNWNyia83MN7d9jdJkgbe6Ov/Tk42sutGqMeDe7CFavURUjQ5KEOZ9Laep+74MborFCyJX0H/8N/I7kinSwrQPq2Mz2c6eLmmlo/Mm8UdyRdbRffaKJy3ghP2DnpiSiy7nRgCJ3lPz2lS578PQ0xCmWIlKkU529nE8OHdhBavoSkhi3WFZURd/SytfQhiaUTHHse8/ld8JqLkbZXb8ThsLLUKGnSLqWuwoYzWc5vSzeHV2USOCcTtKRRV7UWTUMSRml6iKFk9/U2WbMa7inL49+8kFZA3UX7wIq9dIYTwAkrGr0fsAj70yh2EEHZgC+Mtha9cvWpPmiuJB1xCTC6FEEILPA2Iy3n9K8nJRjblPJ46XKPteHbEiFb4GR0uZHaCDhGCPyWdx+vUUzYcRuo/jdeSyKhuiBafier6/eyzlvCN9ASM7hDopjbZANyek4bklWgr207S5mH2RvJZZ9yKYvQE4WkLaUxMJME3xNpbFjOSMZP0l5z0Nj9D95LlzJHcdBkFO9LW0+Xs510MYF6ZRmq3k19Zkvjk0C+o15axe1DNkyW51AUFttsr+EHLQ7TaxjB5z9Es4ljW7+f8A9WoPvlB8pNypzoklyofCDP+xfhqoYnyi325HgPuZ3zJ5F5Jkv6lP1UI4QC2A4PArZIkha5WpSfRlcQDXicml2KiRfMc4wME1kiSNPpG3+OV5GQjmzLRqJ+dLb/HMDBGoi+NwLR+LHYdq/tNnDlXz7SmJpao49l+mwNvTz7PWNTY+3rRmqL0aJIpEhqKkxUcqznD39QOHl6xiJGxAfJtKSjE1FyO1KuUeJQBRs4fw748iTTdDGIJrWBfQVDrwOofocB/Bq+ymKR9n+DnN/yAG+ypPNEcYdC2kj87U8lLyuGeVCuP9/egN8/h9puS2LT/Ubrjb6RTmkaS0U1mZJC1PZkc2PMDqrMNnPX6US5ajv+5wzxTYEUXDjL3xLdh4++nJA6XoYl/dhW9mmai/GL8kiRdsFwIkcz4r/oO4DZJkgJXVMtr50riAa8Rk0shhDAxvly0CVgtSdJlX6v5O3mAgGzKhIKj5BzNQPKG6FUn0n+mlyTHzcR0fbQN19Pm9aEf0FARy+WZmERAGmDQlEZz4iwyE4LkJzbhj2oZDmXyWb2GeLWKMwOt1O/fNaXnpdHY8aRm83TtTDKG2nFaUzDO2kAkkkte0lpsi76OqWQjScl5fC4niawmHTdl2Ji2cCN/Uz7Cu/oTsNZsY4Z5gPszHfge/gt6xXSS1OV0iwFSRzuI73uRR3UneWd+jLA+j/lxyawd8JOQOx1nro2kTUXkzvn0lMbhDToEtDD+S/yVIkDzRPkbIoRIBfYBo8CHAZsQInnib+qbwa/tqsfj7ybuP5rBeOsIoFQIMUMIETdRbma8JZgEvAPQvCJu+ss9rpxsZFNGFRNQ5qepsh/F8GkMCVk0HD5C15CKhKUbGbo1m16h4LnjT3Nb/wB9YwVEh120dZ4hLlhPS89CnAcPkZdiIhiK8HJnG+YxI6Pl8+gKhHiqz4k76Lvm51XTH+QZ6zpaZptIcr1E4GdJSJJEWn4C/j6geS9Wh57W+DSeqz9NbqKaDVYL4umv8N2GQvZY2+k85mawJR17QyvJ+UkMxgSdqlYGlaNY+s7iMMczvbmSFvt8LLERTJb5qJlP5Fgzp49nIkanISW9iW7sHL/4v57xX+whwDvx2Aisv5TBARdwA+NDdRcBbUDvK/4WXXmlJ8/Exf+LxuNSBwdcxDeA08DDE883Tzy/ZeL5bGAhUATU8a9xu/tyDyonG9mUqan6MWFvIzNz72UgaiaY7cWX6kCsK8MV10qaLY+Xe/sZy1/A4rWJLPfvY7ZZyeJEI8NqGwdMHrp0asxZVrQODSrPOZq6OtGr1Ox3uiky6Phl1ctEY9d24FGcFGah1MqMkIUTnQZmL/k9QggAOl4YhtOPIYSSvNIPoD+q5xuNtRyJHSHjjm+wcfoKZuvjaHL1YLON8Umf4KzLi+vUn8mt+j4lMRva8rVUKRKYHy/xS2MO/xO/kIOeer5sj7B/UTZreztJGSwiMHxNT/vKfd3VDpQCq4FPTDyW8XVXx8VeIknSuyVJWnORskckSRIX+ds7GadwNX0o+3MXjMeHsj930XjAa8fkFeUXiskjE+V7XyNuj1zu+QhJupIE+cakp6dLXV1d1+x4sutTLBSlf+cPiV/2WT7/7f/HO++agdvZTeh4DylrbsAZ3clQaANuZwNJqjDHe90MlM9hdc8WRsQSorEo6cE2lIp4njAn02OO4wMjTlSSCoV1DIu1mJc1MTYmmFmdlMi+zmrMGj2zkq7NDY6SJDHY3cbTR2q50dBA9pr309sdxmzXY7LrIeiBM3+C+R/C3dxF0NKA1VNGh8nIwa4a7le1428+ge6W73D06T/QE3TgM9qYNz2LPzpdzEvop3D3WUYUBqpb6ziwaCafcevoH5nJWJedQeNzfPjT94HOfE3O99WEEN2SJKVPycFl1y25ZSO75lybW2g0V1B97nluugniTRZSzBK2iiUcDLfSNlLG+Y5RphkaiXOOEo0rYpm+idq4MsLm6aw+voW2hNkc0ViZMTTCN50xei0msrQSZ1VRPjo4SJfLxd/6BvF7g8xMzKU4Lp0fnXyeG576CmcGWif1/IQQqJQJ3N3ZQjg4Bv21pOTGjScaIDraj2dovHsvrDuHurWNh4e7yG15gjJtL3u7xzDMvxchFOSULmB5ZgOjRck0nh6hsWmAgr4kGpNL+GHaAqJqA79veghFUEE4rZu0GwOsWf3+KUs0MtnFyMlGds3ZbyvA7sihKhrBrUuk81giff54Dh84At5Wppu87LIZ6ThuRl9fw+L+CM9vS+JoWzZtcQEaV8ymLNzGSG87t9rHyBZqYrFWjoc62JRXwfeqqlmuVVDvHqW2a4RqbwSDWsuqjHIsagPfOvo3/mvv5I7SiksxY0rtp3MEUPzrQmZh9IxK43Maxievxebt4WZGURDDceoAkiGdZnUBRGPErCocJbdQkJjMIuOzPDg9D5e/ieZkEymjW1ltlziedB9fSs0mL1GH1XyOrNnywmmy64+cbGTXXCAU4pt7/8Lx5k5mDnUjZfUxpPFA6RqmJSTicSn4RKyeYnsJ353zbuLiItzjP8FdyudYPvYUjZIWp86GNW+EnycU0TfczrJ2NWfJ5gctzRiNNzDX08u3yypo629my+mdeEN+Tg+18tD6T/Jfs28h2WAlFA1P6nnWxu6iLC2DWGrFv2zXJaWhX72eDvcg0aiSSMX70abOhr5znMmYTcXYCU6d2IU49TvcthAkFpMSAGnxp8nNz6LVrWd5aw9zBiupVdxKZaEetacFnzYdw+5B/DsfnNTzkskuh3zNRnZNSTGJE488hTOioaV5D1mxAFJWgAMpS7mfMjZbztN+QsEMCXKKEzig1LMwrYVdIpGCs1W0Rsu5ZV4L+lP17LImktGrpNCxAm/kFOrENJzKQXYPFRHpOEHG/GQORYv4X7WKgsXz/6UevV4nPWNOZiflX6SmV+7wwFYcrR3ED5YQt3YGaM1E+1woHGZOVfYRjhsjbySTmGeQ5JXpRMNRnt+3m3pnF4uXJ7LEsAJhNBADduzayua0RH6UXMbZ518mLB1Ds3IBziefY2hASbHDTdG6t7PPX0DQ5uOWkgWTdl6vR75mI7sQ+aZO2bUVk0i3zaXT8zARs4K8nPX8zdvPfDHA90ODrCeRgnVF7I6ESPV14HRGUVd1oUn2U1jdhv5mB3s8c5kzo4xOt57pWYLWfj1aRYAKQx7m/Y8zvVTPoDKRFvd8vqxw8ZvWRlL0Ru6PM7B9pIl7Z96AWqlCr5rcWy0yzMt5oradd4tToJgLgNCoQECWNoWQLkh8Tg/KrmPAPUi+EKszKti4eAUavRrv0R58OTG6dArsqiE+Wvt7GpqWYIq1oc9cyf+5k7i74mbiGwdRWJNpau4lJc5DfssZmMJkI5NdiNyNJrumhEpBbK2JuVIOG61VfM07wGhKPFqlinmWclT+El6ql6jw95E74OLd3mGGegwUayswR+OwOVXMafChOTfC0l3HCZ0TWDq20aVT89OBLpoL3sXLxnhC04J8f1E2YrSP4uIskkMRlCoVpaYkAAwqLU81HJ7Uc61sHKY9fRjzPbeBWgeAQuEk0n4ER+dn2dPZz2m/FqbfA0BMr0GbbuVcKMSXG7rYlq1DnPg2f+odpj9lDTlxSzl6ws/20rdz3HWAQsUAwZpW6jXHaY7spjaiw6OJ4S7fMKnnJZNdDjnZyK6ZwJiXxsrj3PXSdwkbjlCdPZeNBWpuqN5KKG0hOSNBznXFOCEUFJid7FHnc65xgBcWzaF1sI3gQAeDIxH0NQc4qIjHWX+A5xK72JM3C2+TgbjKKp6wFPDJjlEckSLOHDhMdeg4wx2HKNr3HFZHIse0KTT0d2BQa/nqwnsm9Xw7lQoW+nIZDo3x+PMvU9k2DGo99/epqVn0Ze5bkMXxoTMMBQfp8rdx1Otjry/I7Mqf8u00HW9LjsOx7qt8pXcf8zsC9ETuZYl7gLkmHc+lLmfZ1icwtVQyw7QREctA1XOck4PDKK3Zk3peMtnlkK/ZyK6ZoZNtHB08gz82THpcgFSFhjjHLfy5egfFQskZWxb4g4Rb69inM3PX7u1EE3L49Y3Lef+BSo7OnEcjo2S7OxgNOMirrcYY8XPLkjJOhhQUhfwMJySQ74+SYVKwy6wifK6R7EQzJWnZ/Fhp4K8+NY92/Zbpt/0EvcU2qef75KO/RBFpwZ8Sx80p8/i/1gRy5qaxLqQgohLEp1r4SfsAX8iJIxQLYlZbx18YGqPp5R2kb9jASEwiIQDuLhXEnUVfG+T82Tn8T/Jefu77LXv16yjdcRjX+mKk3PlkxbVQknf/pJ7X65Gv2cguRG7ZyK4ZZbKZnDhYHVRhdlVzvgV+cfSnKCIjSJXPEx47S6HXyQKbh48mFJC6cSkjs6axQFIzulCNz9XBl7f/mruOV/JNoWH1mI8bThxl+Dd/JNQ9Qo4pm2PhEMr8RI67XJjd7VjKBKeMERpHfMyLi1IcU1Ow7utI0Rgep49oJEYoGmHQ57qq5xqNxGhIWMdCqZ5VGjVjLU+Rnxtl9GAdioZOdiujWNUqvpibjFJo/ploADRGHDNm0B+JsW+fEySBzeZCqYghTIeY9bEAN4/WoCwoIdx8hP4V+SjMy2kcrqco911X9TxksqtFTjaya+ZrW37JkZ1efjJgZCh1GTXRGgpKSsi2pPF09hrqPU68oWbCDj8G5UE2DwWIO7OHaZ56xnqTuWnrC9SLdE6klbLHGo+jr4PKxas5XTGX4m076f/xgyzYtpua5gE6Th7EMxbF3ORCFVfKT1Ny2NtjYroBdrRHwGwl5Bom4HHT43VyqKfuqp6rUqXgg/oh9pmX0tHRxsCAgWzXKKvbXyCU2U59fRORUJBoMMiRoU6cwSGq3ZUAxCQJfWo6Sa3D3GRX4nz0ELUGFVZVHHqXE2qfJ0eZR53GRMXaOSy74zPkzi3hE+vfj2JiWpy3CiHEI0IIaeIvIoRoF0L8WggRP1H+qBCiWQjhF0IMCyG2CyHmv977vpldQkweEEIcEEK4J/bJvsB7/J8Q4rwQwiuEGBVCHBRCrL+Sesmj0WTXhBSKsLrFSN80LcOpOn7QksqnKtKoalCwSKrmdgY4rCnnnF/N0KHN3LBgLqamPRgWLyZHZaL8yd/zlQ98kg9pIO2lh0k6cgzXrFwUrb0kaFQY8xy0D+nYOnc5X2gaoMpSSnfeMobPN6LsVeCIr2OFL5lmnQ176wiD/iMcr99D4cy1FJWUsin/6o/eSihKI364mbaClWwaPsa5+Hxcd/4XtqQ47q1+nr6fHMSlDaJOGEBz57fIabchTZOoOX2Kfkc25aEIXo0g+2PLeLGrl/JEC9Xl9+H0DLL+g0uRpJv+Meea3Xi9T2I8qQ4AdzH+fTYb+D2QAWwAjgMPMb7EgBn4DLBDCFEsSVLP1FT3mnitmGiBFyb+vnuR19cyPvNzG6AG3g28KISYL0lS5eVUSL5mI7smeo6dpubcTnIThjlqXUnJ2J9Jzr2H40491m4fmyNNJFY6Ca1YjPvki6wwJjKUkUeXsoOUYAID/kFKG7s5lF1EKDNESNhYuOM0RYEwI/Yk6gxqCs6ewx+LkjBrDgG/l19l2Li/R0HvshlszA/xUJsCbaCFvaEcblNG0XtC7Ewx8GByCpkFJUSBWCyGVqW+aufdvec4lRYTN5/7ApH136alo5rdHXGs+MX/ETCYESUleBYX4p02j3XZhUSUKk4//RxnBnZxhzQb40oT2rK7oPsUePrw5q4iGA0Tr7e8/sGnyJVcsyl++COC8VUo8xmf8fjQ+ff86qJfUkKIR4D0V048KYR4gPGZjU2SJPlftb+V8SUHNkmS9Pzl1PGa+s2v/i0efOgjr/mlfakxEUIsYTwp5UiS1PZ6VRFCjABflyTpJ5dzKnI3muya8OKjaHYhdoUPvdSNrSdCx6EfIR04gSLixJG+hvMLlnO8s5uWuDk0lplZFfobFZVd2PdsJ9OYwsO3f5C6lCLm7unhmCILT5IJqaObFxISsAz0U6nNJ252GU6Ph86ETL6eNZ+FKsEGX5Tdf9jPHE87He3trPSc40Sokmh9O7cmxlHZUEnT0QO0nm9gb9e5q3bOjWMB/ujrpKXvJI/kf4gPtPt5PDTA+dFhCATRtjRSLwlKhJXs3mP0fv6DnGqow9Bbwvve8VX8a25ldHhiiYS02VC8AZNGf10nmitR/PBHshj/Rb0L+NnEY+3E9jfCz/h327/03AghdMBHGZ+u/+QVV3iy/eZXF4zHxPY36oIxuRRCCJUQ4p2ML6T2WquDviY52ciuiYA5wOneYV5oXsqqI99k0HQTQf09VM+4iYGhQ5gGO4nrrGNjRz15WXqy1IU8bvkUBwvv5vD8W3jOnI1hqBpLYjJFN97MbcNdeAclPvqBT/G206fIO3GcdU170PUPMjtvGhXHDyA99TjVXU18Wq3h6SXr2Ds2SKZxDosOVKMLlXCq3IGlzcOKgA+/rxU3ITTKq9eqKTDqOK3PpsDpo7Kvhptcp/no7A/zIWcPgyl2gnOWYZm/liMzdLSo7by47EPsHovxVFwNz2w/QrBGiTGWdNXqcz2baNFsZfwXvIbxLzbNxPMtE+WvSwhRCnwMOCZJkmdi20eFEF7AN1G2RpKk7qt/FlfReIvmovGYKL8kF4rJJb5u40TcgsBPGV/p9NSln8S/kpON7JqQjs4nYLByxt7Cd2bezxlvNaHaExTX91DrNpMWaGLmaDNJCTeSogxQExohx7MFrXEMvaKP3EgVydpcVvqCPOYZZPqTT3CTq4lFoXp2pqWgjkmoNILu4UEOP/8XqhQqYpVH2WI2cltfMwuqTnNHsoF1dhVNm1YgOUMUqNWohmpoDUXpO1xFVW8ti1KKr+w8JQnPQN/Ev2PM2/wrLAV6SoSTkNLMoS378Zn7cWhNuG9YQF+kj9LWOFIjVhrVAyzvfZmCkjnstGZhUXZjSr96ye86txjI4d9/eauAvInyi1kxcSHbD1QzvsLlva8ofwKYASwBdgJPCiEyr1K9J8uVxANePyaXYg/jcVsA/A54TAgx6w2+xz/IAwRkky44NoBm9t/YmLaY0ux0DlYfINIb5gXbHL5SFEfl8GJyoxl457rocYZp8mjIVA7h71ai6n6GvIwKsjKzOSC6qTh/DK3bwo6MApYWz8Zti8c53UJGehn7djzFtPgInpgGX0oiL639Kqs7TvOS38lyU5ijA7mUxBs4HU3gziItAVsD6mETCslLYpyD4uIF/3a9RopEiQ14UKba4MyfIXc5WFIveq5SLIZvdARzYjIDQ1Vo1mbRO9THrOAYyWea6Hf3ETQ1MrJyDZ60XGafOYG6t4myOSuoiLRTb7+dpjYf7y7NJr7YBuJNtNrmlckHwoxfvH610ET5xbpwjgH3M75kcq8kScFXFkqS5AJcjF/zOCyEOM94d9oXr07VJ8WVxANeJyaXQpKkMcZjBnBCCDEd+DxwWXdDyy0b2aQbHTqLdbgH7XPf5GdHzlPmdmMOBPmk/WWqVSfJLnUStj7FH6IOhiIt6LQ6DrijuMpXojVb6S7JZf/AeTrGBmjOKaU/I5sNM9ehsFp4zzN7uHfAQ0tvFZZVy9Bnryai0ZFmSUJZdwTjuQbuPnOKLaU3csicwj5nM7g1DAWGqJZyCGem0RAIMKxK4k9NR9nXefZfK69QIAwTI72yFoIh4TXPVaFUklRYAkCSYyZrHCvY5YliLXwPjvUbCc2L5+SKBxmasYRD3hFa40xYsjIIKG3ckL+ElEEnJwI1hI5v4ZHPfHAyPo7rVRPj3UQXouGfX3oX4pckqUmSpLZL/FJVALo3WsFr7EriAW88JpfiiuImJxvZpHqu8Siu7gUkVXyZPTkL8XaeoNfrpTYji9HUm3gmbMI2qudEuJd1w0e5KzefFQo/01P8LE0f5IYKKyqFhZeVTiqG3TT0gCsWI6e9nv1lMb50853EzHaK599G5tat+LZtxaPR4z24hZte3obGYSXWHWFO5d+459nHCZhSCOvDPK5oYVPsAH9mjCWaZAZnp7A4EMQQaBmvuKubyL4X6D0KCpthfFtDH1ziNR1vyM93TzyN58/HUCuyqGz8K9GqH/DVIMza93vOhYdoUAh2x4bR2WBXo6CxY4jstDZ+59/BwUiI+es2Ts6Hcn06xHhXT+RV2yNA80T5GyKEKBVCfEEIMUcIkTnx+AfGu6f+dMU1nlxXPR5/NxGLGYy3jgBKhRAzhBBxE+UJQogHhRALhBBZQojpQojvML4s9WOXe1w52cgmjfO8xLbzVfyk8SlqXq5kVBnmY9MzifQOUuQ4i6T2cIfTy/rZy1gaP5vDinV4empI37OZuKFSav+ygy9KCqY9/RvyzGtwujWUG0eZvuUpfjq3lMoeKy4pTOTsAdrPn+KFuSsQxTPIOV+DebibPR/6BEExwl8+sYGZR9tw52VQGrXgcrcyFizlV4ZN3GSZRjgaZnF3J1LEwPTc8S9411AyowkqAq5W6OkGnw/KK+ASb5o0afR8etatpM/J4793/oyZvztGULGMW/QK9mUkoCBKhe8Itymb6fY3Y1vpRWdr46ik4C9iLgtyMilcfdNkfjzXlYnhzesZ/8UeYnzEWAhoBNa/1vDn1+AHVgKbJ973eSAOWCpJ0vGrUe9JMz68+aLxeL3hz6/jG8Bp4OGJ55snnt8y8TwMlAPPTBxvG+P36twkSdIzl3tQ+T4b2aTxdEmc6GlgoCbGIvUAR6WXSbG5GT3qx5MXR03SfFw9x7FZYsxOn8/C6Tdy8i+P0Kl0YUudx9DIKZKNqzGqXqT/hI2u8hnMTzDi6Wzk6BiEx5xMF9kccJ/lxrCfg6nFtAw2cI+kZ26/m5jvPIfmzKPeb+bdrjEOeEfxb7wLb3cV55RKNuptGHMqWOV1UxNzMRRWcfOqBfgHhnjsO99j6Swdmas3YFHnEe4eQ1WRjVBe+u+z/zn4Rz7dCu27niAc0JPnaKZyw5c4MRYmOV6FSZFPQu12MpOy6IhrJax24NfdzO2z3tzTil3L+2z+413GfTbXKznZTDVJgj89DtEovOvdU12bq+6Tf3iCzJiebNGHoreXWEIHPapEgqKLVclf5IfNv2CBWSJTWGktncGBE1rWZsXI69jFqfINODtaWJM0yLPnskh3ZJCp8xHasY2c+BTa87Ip8wZ4LMWOYlSiToqxsOo0K2IKWgtL0J46SODWt1H+l9/gLJzLk1Y9sZxs3t9wkKhT4sWFpbzfVc1p60xSLGbsmYvJVO7n0f2nSMycwUKjlfQZa+nYoybvlvEk86szL3NP8TLsOtMlx2DH8c2UHfgbvbZUTFEvqYNnOFE6jf6IjUzFcvJ8W2hJWo6Sg8xY/j9otXGT9XFcE/JEnLILkbvRpprHM95Fs3L1VNfkqpMkibUFFTytrKKv6TwF1nP82azF5gtTHTePv3r3887eZtBn0REMsK3VTYU5gbxBF0esc8hWxchu7ubBsTVsKy2kMpRAPC5aV2zAPf9GwiY1meml3Lf7JCadjs6cXDLml6HLyGHQZsfuHEYT0+IVSryuFlQaL+/oaaI7dwE7EnNYe2onddH1TNdBRWIa0fP7cAYT2XTTBrLKZ/GowkVMp8Ax/Z9dZ/eVrnxDiQZgoW463QX30ZyeSajFzbNpH0ERWESetRCfSMbvT0ZhFVQs/eyl9tLJZG868tDnqWaxwC2bIOk/7+a9YDRMW2CAj49aCBfHsUW7EKWziuYcKwsNeYyqdHxz3gb0ijh+FDjBiEimWuVHd7qG+RXllBXfwE/PPs3Xuh6jxZCI0rSYTE0ZR5R+zhzdiS3q57C2geIZFfhibmaMjbIkquRA82mURcXsv+dtaGxRzs9ehnpeKbbhSmr9iezQxnF+RiZtkQpu87lxp95BWuAQxnTQGiyI6BDDp89yWmrl52c2c9eYjZAngYRp0zBr9G88EIkWTK4cEq0BGiq0nFb2UyfsTBsZYXa0h/g1d5AYb0Cvv/iQapnszU5u2VwP/gMTDYBOpcFm0KKxqClq7qZB1cbHM9fS6/Yzw+VldOwcf8qeRpLUht6WQbnLzneDxzm7OJ/fcxpF01OkJt3FYVMRTqmcnSYHW0fP4wj7mD3QQfPaRfxm1Q08aI0y7DzHTGUah08fR6UKEzy4mVhrF4OeJjbkTGPl48/RSSl2r4svqNr4/c5nKPBY+L41ic3dVYwGIvy+N4/vdPn58+nTSNEu0qva2N99jlhFIfElJZcdB1OyhayFOSRb5xNw2LhFk8GqkTriLCMEEiCgUGK0pl3FyMtk1x852cgmVWmghANxJixZ6agiXraHj/LRcCIt3jHsmjCHvS6KdFlISfcwzZKCyExkY2Ie31t+K1rbEjIVYZxRHW/TdrJRMcygKp6ziijRG9Yw98h2vtvQhH6kllt64ulHw+EZC0nxjdFSlIqpeBbnQoKO/Vt4MjsHe2MNNfHTGcrcwOF1d7BUMcZTzj6Uzhc47vFy4/BW7hquxRdJIqngTnSlRVg0RjRaPUKpvKI4GFRKirMSuXfNd5i5pIj00DAOZT4hvw9bcspVirZMdv2Sk41sUum67HyoRM8v7QHmxeLIamzmT2IUr89LbkcZPx3yUdltRWfVc0YZIdYW5e25SfSMKjjpreWFgJpuo5I/KE14pThm21NIVKjIVodpmllKc6KaSMoCOnVu7vcHSDcp8JcvJSsCJ/xekmN2EmYXUBINsyTZwqIt3yTtO5/i7Y5Bcg78jUaNgmX6ZBK6oVZVirJ3C72hfra5thGnd/J+TQYpRvtVi4cQCmyOcko+8XtmrnoHM9dvRKO7jK45mexNRk42skmVfYPAbrXzvrmLGVS4UUvJJMVnkZ5qJXyukvhQMzkeP5+tepnvKCUCug6+VnMYdVM9/h8/QiiSxoB9IXZVIiH/CGH/EJbREXZKQQb0M/mhqZg7hiUWaJUIv4/3t/yR9IZ6YnEJiCQtvQYN/ZZ6crPNzFTswVCRSWtaLtXDVpw33YPB18SPUlbww+xi9lhS+GPSBmwaNSuaQ8yt0pEpDOyq3kKXZwhXaxvujo6rFhulSoVae73fyC6TXR3yAIFrbDgUYTgcodA48SUTi4FiPOfHojEUb+A+jjcDY4rgSFsKBxtPo9AX8FJeJW39DdyXl4jmlgSMsTiSgjAoVvH9eCu7Q1G6RAFORzy7Z7fzgaF6fmJJZa3PyPPaLrxtDSwx5PC4NkKqxsdtg73kJBbiT0jhcOsLLCr/JKcWxlPjcXPbyDBzt2wjpEzk93ctZaFiCcW2IU7ONOMYqadcOPiFNkis+xw3mZtRSTfQoi9k/ZgN5WAf5woHOKIeRuGMMKCsYaM574q702Syt6r/rG+260DII3H0SIDoxP1LoWiMaCxGOBTkj1sf53C7kx2N/dCyb/wFL3ycxrEAVD5G98lKjve7prD2k6OlZYyBYx2EWt0s19i5q6iEVHMG1idPku+0ozcn4En0kJFoY3n2DIqdKrQt23l/ynoERhTOPtrbT1DojBEwzcTY2kfFoAsNShz2VNo7XqR68DwVRXP5jFDT6OpjdlTJL+zJPL5xDX9dXsF91njyIjH6+o+TNlRDlk5NzfALpI/1cpc7wmx3IX+OdpErGtHYd3E8axhLdBHCE6DfH6Db68Rt1WNKka+vyGSXQ042V8FIeHz6omf7RzgbGGOf0sVn69oYPPU3ivZV8tyL9Zz+7T5+Gkqma6CZTTtvZczdR+sTB+jwvp0XztVS71iCNc9GlaeXD55r4Xh/73hCuoY33U6W5R4tH8tRsPHkcRIODLDUUYaltpvSrGamZxfTE4B797/IaEMne9v2siSjl1rXKE90nyY08hfmuaPUxCdzzmzl+bRMHliUh9uWSE9Ixe/0Vlz1fnL1FmpFAlJ4lPMjBta6zjK/v48+Tzyr9u5Av/tpRo3gSlKRaAZTmo02Vy7n7ZswJVTQbIjyTqedzIFU1Op8kpxakrLPEtfZxwxVHAnaBH50bCsvnf1PXklYJps8cjfaFRoMhflD1xCBWIx3dx8jZfEtGJRhHqhpY6xlK7/NdeBrV9AxqOQPulaGM9/Hb+0fpVA3F3XKTuoJc6tnFrZdB/hFYTZ373+M5RXTaAFC7YNospeAeHN33TxpbmWuZgU9t8xiZ0cNb3vq97QnWlGs+zyqYRd5gRZC1lJGY4MM2yx8y6vnxoTVrNRGKZqRz8+GVSiN+axuOMGn+huxVcym88AuNCt1xJ0aILrsVjJ1WmpiQR5UeTmuUKI9fYgNc9fzvCGfI2lJpMSbSTy0F3Wclu3WPtY3jZCs1HDSNoxzVMPymIpOrxtV9AzakrtxJT9NsSkNUgYxhb3saQ0xN3UpBs2b+7OQyaaK3LK5QqfOdPDulHjWDMQRHC7mr23DPHBoF8v2/5kedSmjJxKJZWSRPH8We7kRmsdY53GSsncPiW4/xaxks5BQB7Yxp8fBwxWf46Q/nfRTZUQbnyP8p7vZ84sHpvo0r8jH0t5GKKzmMc8+VmoS2GItJtrdw6HTz5L74s9JcNcza9pciqYlcEuKiqCkJU/dSmjv05w/cpay87W4Qi7+ml/GztTZDA4XYFg8mzvH+smKT6Bs9FEa1T5+ovBR5VGwxpxFV0KIXyQUkTnSQTAzF72oJZKWQ76lnXvHfDTllHKqWEnQ1Uqr/jyPJJfzy8wGVGNv5w/7JA41xuM5pybfsxB/Qj4P3rqau+dmsqr4P/OeqDcrIcQjQghp4i8ihGgXQvxaCBH/qv0UQoidE/vdN1X1vRZeLyZCiAeEEAeEEO6JfbJf5/0entjvf66kXnLL5gqEzu9lbtw0alr2c3bAiZZCWtsGeKcthRdmbGDu0GOQkIZClUkdIXS5mVgiddTYctC37SVl1s3Ed4cYs7TzN18F/2fz8xcpRHBgF70J7ydTu4bYSA1dTb1463ZjSs4D++UsPz61VHr4mdbJHQdHmNv1DNO0SkKKAJqS91BneRmxp4vfzmrBEZ5OW9NJbkjqJ6V8Nce721FZDczSR/EMH2V/+i24lPWkaeKxKaEh+UZeCvQRHQwx6g8xYrKw2Rwgc7ARa8om0lsPUiey+Io2RDCmR0+I5mg2+Y5CDIEumtR6Pp+bhDsC2weUCNUc1AtqeV9TG8+YBkiJu5uQ8iQzhnuAFVMdxreEuuKSf5t4suR83ev1JR8A7mL8+2w28HsgA9jwin2+BASueoUn2eHna/8tHotuLb2UvvXXiokWeGHi77uv9SZCiHcA04Er7j+WWzaXo3U/4YE2qv+ayLlTXdj7z+IyadDquunCQ9qZ73Jn3WmU1vsIOJYSSCjGrVViGR5h96ERSsNJuFPv48D+GF8TEsFoMsFlt/Bj1RHO90boqbNiT7DQ3+mlxr+KW3LVvFBrYuhvn8Xv8cPzH/u3KkmShG9oaAqC8frMmYItK9dRkb6eyMggsYFOLAYLfUcPYleX82jRRu58aCtntr7MAoWJaCCeuqoaaKhlKD4La0MzeUoDs31KYspUwoYQ9SKHWW1dfLx9DI0wk+H3YCWCUMTzYGo6zyZk8fEODxn2EE9Yi6nt9tIyOopXl0SfKQ5hmsW3Zi/EV5/P8Nh85ngPslE7QJViIUOxG7BJpXyzsp1eazHxi9491SF8S6grLskCaoFdwM8mHmsntr+WkCRJfZIkdUmS9DzwY2C9EEIPIIRYAnwYeM+kVX4SHH6+9oLxmNj+ei4aE0mSvipJ0veAI6/1BkKIAuD7wNsZX3bgisjJ5g2KuII0n7fy8qluvrdokJDlNKNRHckjI+h9w3zmWA+/dNxGr2UmTZwmoz+FoP55FlHLzK4dOOdsxFUcxwb3gyyMt/LeUIAFiiGKul0U171Iuelpytak4BMHqO4ZoCsunUPLF7BOWY26YD6DVV34cr7+L3XydHWx+1OfpvGpp6YmKJdAqVGw9CvrKP/+h+hftJZYOIqztZlau56ffnwF7f42euPj8Y0MsnL/cco7q7j5w59hjS8TYS1ke1w5A9oRfh30UnO+nuyw4KzKSoffyy+tWXTZErhRFcOs9rE+0IQi0s1gbjorh7XkhEax5C5CH5+C0Rcis7MdXaCavnov05M9rN1+P67qxeTrMqgaq+O5wmG0GY18YlMvKXYXOIenOnz/8SZaNFsZ/wWvAUwTj/nAlonyS+Vn/LtNNbEg2BPAeyVJGry6tZ48Ey2ai8ZjovyN+EdMLmVnIYQW+CvwP5Ik1b/BY12QnGwukd8b5NCD70BZ/Vu6RtU8G/aThI2zxKPracJhCePJySE96TwfGWuieXYX2TMKGMl8CX1YwicNcfimmcyL1GH3VOLRjtFrqCQ9v4m4Qh3a5CFOpN/Cy94ZbDkzjB2B9f5l+DMk2tvaiHj20upNJWI+RdeRev6+NEQsGmX/57+At7OTorvumtogvR6NEUXFrbQuSqbzm5/GsWo9hSE1Q+/7NGVdEnOadjNbGc9jczexLamIypCXbWmtHM9PZ05/EzpvkG0GI/byIv5mbKPA/TBitI9PbXmOE0oXfYE23puSimRMJ8lhxpJv5qS6jx1jEm1OL5+yKSgMHmZIbyHQF2PfsUf4fsjBdqmEjPlduOL7yNIOcLfXS0NkFocH48nIXIkuK3OqI/dWsJjxFTRf/WWoAvImyl+XEKIU+BhwTJIkD+MLhP1NkqQdV7Gu18JViQdcMCaX4ntAsyRJD13qcV6PfM3m9URC9Bw/TLfHTShxIU21g5zynmZ2oYPUUBcVo25ORufhGvahT2jn6ex5JKuSMBmr6XRKxIdSUY6BMlCCflsdI4VefJ4k/LGbsWsE+q0WeufOos+8GV1RHguVuXQ0hujoGiUjvZBjdj+p9YWcy5IIjI4S6T9NrMdAjjQftVDTvms3SqORFT/8Abq4638dFFVcHJ+84xMoUNC8/SWU+xvofXcaTw7fQFlGMv0156i2pVDaN4q77RjnMmIkGYoxmhIZNRuxdFai6XNgsCfhNd6BydzA5+fewU0eH5kFC3i8u5/BgSaWRQY55bYykJ5GapyRVoWdd5gy+L4ryNvtGl4ecHJb4b0093roy/0MZ/qc1DUZKTdso69yE3feuA3ccVg11qkO2VtFPuNdNdoLlIUmyg9e5LUrhBBeQDnx+l3Ah4QQHwfSgDuvfnUn3ZXEAy4Sk0s5sBDiZuBWYMYbqO/rkls2ryUagec+SqTvBCrFGKPlJTw26kCZFk/pmAqtXuKMyc9ccYScuFEKzanExez06OpZuD+DmEdHXH87Rv8cJP0pFk93kRbJoMAfT7kxTHskifoiC1v9Z1B7YoQ76mj1tHPW3YSUoqBvOMAdQRuJCh0dw5kYczKZHVnJzdNGUI104O3uxt/fx4IvfgFjcvJUR+uSqRTjw4ejiz7B6Fe+z4nMe7h3/goO6soIFOTzOa0BTXw8ofIMPh2KIoTEMUsCt7t7OGYv5In0LPyqFDSqILvjUvieIUzOYC9VlUdQWozoI7CQBAaLFnODqh3tYC231j5HXcM2WvQa2vUG4uMyaYskUZRYRXppA19KVTJ/1nnO5OSxdWkLHWc/zO9sszjV3zTF0XrLaGK8m+hCNBPlF3OM8S/GEkAvSdJaSZJagDXATMA3MSorMrH/o0KI6qtT7UlzJfGAi8fkUqxmfDDB4CvilgX8v4kEdlnkZHMxkSA93/5fmroX097ajCaxnzLvZtbkDjLP8xxVqXHEOQZQZMZzLvdGxjRFjDSESFV1k+bpJyUjhtEO27JvRTl8BOGbzW6/A781jEthRhWLI9PbSJ5J4qONP8cZr8Jgm8v5rRK36ebyxGAp+W4zwTgFMxYFyU5UMyvUi9ccpq3lnTg7hgl5PGjtdmx5eVMdrTdMoRDkTU/G7wmyISsHS+1pvpw4xLSOZvpFEFd2MkZFPocS5rDM70WpjaPfnkyN2YFNNYLJc4rhlFksS5zJMVcvO3Oy0TgSKX/kWTQp09lnAn9gFM1ImLndXurqzMwdixEJCqaPdGK2C6yGEYgVUawx0NK6G3ujHn3bMMu1Zdz5xXj+L6+EOckFUx2qt4pDQAsQedX2CNA8UX4xfkmSmiRJapMkKfiK7Z9kfCTVjFf8ATwA3HblVZ5UVxIPuHhMLsV3gAr+NW49wC+AeW/wvf5BTjYX4BoLM+YbQZufSG9eH5klWXQOt3FeHaOifjsqh4M7nb9k0GdAMazBK2wo7RHSohqEu52clhza6aV3yIrdeYpnFCo2K89hFr20eFPwGAd5tEhFgkiEgZMIw3yWD6Qxr/5h7nGM4tEk8HCpgy2SGmP3ANEWDX2tI7S1TMM+Nh3HzdOInzmPuOJi8jZunOpwXTa1RkWy3Y4tHMSbkIhXp6EzJ40DRhuFYwqso6dYUz6dzcJERixCvN/LO4ba6NfYeDYxjecGRnnCFuaDi1cw31lHvt/F2LJyske6aNKn02iQqElNw+fQUl06i3NWwSpHN9/wS7QLA5lZJ3D4+jAYS3iu6GbeV2HlQynLWbXMilAKBPKymdfKxPDm9Yz/Yg8B3onHRmD9JQx//jeSJHVIklT9yr+Joi5JkhqvVt0nw8Tw5ovG4xKHP1+QECJTCDGD8a44gFIhxIyJwRRMjGJ7ddzCwIAkSbWXe1w52bza+ZcZHhhiz46nqUntxdrXTU84B021AkdLKscXzkc/0ke3uIm4Wjtq4wD2s1uoGB0g6nPjViupTO8m7IxgaNExLaLhBkcT+ZZcNBlFzFb6SAtbWRWdgSExkZysLIbjE1GNRunssXM+TcuZhGR+5JZ4Z34vlYZUTvjOUj5LgWqanSOKY9Qe2g7AydOVHD6/e4oDdmXypqeQkJOD0RFHSUoOtsQ8buxuw949gD02xrca+pnu7cSKm9OGeEK2RGZHYZ0hk8G4AQqsJv54ponenHKy3aOY8GOL03Ojsxejz4s7msFCYwIr4mPcUgqBsUzuLZCYb2rgpdZ0mkcy+G1rM72JBlwDA+xqHMRmHV8xMz7VMsXReWspOV/XDpQy3o3ziYnHspLzdVdvqu03kUW3ll4wHotuLb3SeHwDOM344AmAzRPPb7nC931NQrqGc2+lp6dLXV1d1+x4l0N67qMMtzVTyWLsGXPpad+KepoCMSZh0Jow98zG6ziBRarg8MFK8m6ZTkJ/H2OhHlrP1ePTp1ORnIpGDNGasJTkUJDMyHP0sgljZBuN4hPkegaI5h1BNxRgMDKTuMQ6xkQh3bEcpo81cy7FSrfTxsqRGF3z44ns+xPHEjVUMMYNKfkoAoNIqfm4Irmg8pFZvHaqw3ZFYsEInc89jzXdx2AkEUri6fGEeNKfQk5/N8vH+vguDja62rAbTeiTktDnF5PR3Ehn8TScA+3opDEW1j7Mc8NzWeypo3naMk55o9xkTKSlsxWleTqk9aCWJHrt7VT1J1MtspjlhWdPdPP/NqRw2mjBoFTwheJsWsfOEq9JJEknL9X8RgkhuiVJSp/qesiuL3KyAWJhicCQj1D7X+kPlBHqeAaHxcepMy56Zqxmk6uTnRkZZPjUiKoXsNmCDGbm0ZR0O+boMVZVNvLSgs8gnXqe5SVxNHgteM4eQrNiHvqREDFtOYah56iuTWVW6gGygiqqUiowBguQ6p9joKSCNGMaekU/rftHcM4PoEsuY1HdIkbKemiIqulVjZJu72Da+Wpaz/XRt3AW7y1eg0idMdXhu3p6TxMZOM8ukcogDuYmxPGHoydZHu6g1ZzNXqWNnKgflDHWBUI8bbDz4/QBml0zsRpDHDx8DFI6yFCPEG+dTsyr5EjEQ7Z6CL0iD29CH7rad2BcMMSWs+cIKkr42Ip8DrYOoxpoZM2KpagUUY6P7GdJ/JqpjsablpxsZBciJxsg0FBHX5ObtvZHKFhwAz1agTeSjurQebq9HagKFtJStxODyYUpLZX45n6UwWbcpZ/HZAyi80Yh4GJo8DTGOTdhEwM0BsZIUFWhcC0kvX4YX5IJo86MtbuKurkLmJ6WTVVTI+reowylFpA+0Et1ugejdSZLj++jsWg2c8LDuO3FHI3CnwdVPJQ2QGOVmcMpQQyDgg+uWohk0nHG2UWDz8XbChajUf5zNPvfP9uoFPvHCLA3hZ5KpJSZ1B3ay8+CggXeAeaPukjLMOEZ8tJWcTs5RgXPh8ZYHqfB4Oulo+UQReZ5jAwrMFXvxD59Aeej/ai0OiRFM6N7bsK8cR9FOUvZ3hBmfl4OqXYTI+EIv+4YwKxU8PHsZCIdwyiTrAitfFfA5ZKTjexC5P9Rg3XorFEwBtHqCune9TjeubcyI3EUb6QD/0CMQJrETco86kdbSEhMIuwoRpgX05dpwLB/N/lFszGFk0lYlIy2eztjviL6PAESZs/DExrFlRLAao3ys2gSHyksJLHfQP9QB8KrwhS8mZNjvZzobmTpmI+DFjNaZQmmSDL1meXUnalkae5SNN7HaNOv4JmxVpKMRt6z5DbOtVSzp+Y4pvAYzcZkkgx2VmVW/OPUnms6Sr2zi8bRXuqcnXx94b3s76rhWG89O+588B/7haIRRoNjJBr+eU9JTIqhEFN0SU9nZbSrA4NGxxfjTAy1dmCKRHli0ENicQWbCuOIBHzcNewiFm1FkzAbYU6F5njclRLJS5txJoxysKeQ9+tbMGTfzGh8Mjrb29BZ4rhtzj8PZVer+FJeKg1j49NmKRLMIM/sLJNddVetZSOEUAMpkiRd9OLVddmyefFTSNoEAmUf4YhvO5lbXmJE/U7c9layLC3stN9OvLsdx2g1iE08PXqAD5QnMdSlJpJpI9NYxS/bk7ip5hxL9Qfp1Nt41LAOdcYSsnwnKVCoiDYEkMwGtKKKoHktyb4hCG/heKSYRF0OFmsOffYqus46SGw5TmBDPpEaF8asdJb0/oWekj8wfegPtBjnU+8cZf6KLLrdPdgGk/E6T/Cr2mq+/pFvkmqw8eAT36Ng7kJuUubxkfo/YdEZCUbCRKQoAsF9JStYklaKUaPj0ZpdNI/2olao2NF+mtWZM8i1JvJyayX59hTidWY+NesWhLj2o7Ki4TDu/l5saRm4G0+iERZ6wkEseUU4tFoioRABtwtTguMfr/H2SCjUoDYNEfSFaXg8icQZUQbPqpj5iTfPWJhYTAJJQqFU4AxHiFO/uX4Tyi0b2YVc6jw57wE+C6QCdcB3JUl67lW7zQIOM37H6pvH9Hv5+V9PUdr5FWKhcjzWAlrdOzANhTmmLCEgjFjHBghpI/Qqj6BPXsro8H5UkWJSdiuJze1ng5SGlJzL9m4bzJnNCncP+qofkWaxo6CNP2pvZWPoCMP2XDpiVhoSmqlwxSEVZBGqrUHRZqMifgGmjBGMytkc7R8gva0PYdHRY8rC33scd7SbnSo7C2Y6aQlU43K7eMrbTrnk4e74FNLN8biHu3hH5jxS8xew/dxR1EoVKQYrDr2NkdAYsZjE7KQ8zg628mjtHr6/4r0833iEh87tRK/S0u0d5rnGo0SIYVbrSTPGT0miAVCq1djTx6eJsRbOBcbn6Pg7lUbzL4kGwJQ6XtdwWIfaBLM+pQSUJM5+cy1A5x4a/6yCdi1/6nFyY8NZStauIRIIoDYYprp6Mtlled2fe0KIW4GHGL+p5zeABDwthPidEFPVz3KFYjGofgZiUf760ENYRuop0RTijvXQFlSSFCjCGPVjMvtZ5PwLHoeB5MFplGvc3BBQYBtTsF2p5/PxWmoU8cTrO3E5kombmUNqeJCoJhu3uZhTWonD5TdTMDtCa+EGTJEhROgsGUOZKB3LKK7LRmQvIpA/SMOZfcS7HqU7C27zH+XsyjvYFjBhi0jYMgcY1OeyKbmffI/EbMttLMpch0OdzEHJwKK3vYcfHnqM/97yLdqybDxRt5cO3LS4eunqb6DTO4y/I8hH217i6fpD7Gg/w7DfzX/vfQi9Wosn7KPLM8yZgRYCsRBmtZZpCVkM+EfZ0XaGUPTV95Vd39RqM1rtPxORxvTmul/GlmgiLtnMcdcYm5JsxKUk8cnf/ZVDP/wlLZ4GgsEhvAMnYUyeIFT25vG63WhCiCNAtSRJH3jFtvuBXwK7gTslSQoIIeYDhyVJumjL5nrpRotFoojaZ5CO/J7NSUvJbWsjbuUcqsccHO5U8CH2EQoaqMp8Ow73QVrURZQ64XfaTjbaExHaBBx1P0QqeA8nhlxsFHA0K5njLXVsiOwjXPhBzJ3baeuQ2DlnHpssbvxdGuK6a8hW1oA3GQKjDE6fxXFPDt7aZyl1qsgz1XDc9mF8JVkYQ4kUeZ4nOTjE8Zy7yFQ1gJiBUnUcp1KDzudClV/ObFIYMNr44d6fozensFCZzczEVAw5efz67BbmRg1U9jaRkl2O0Cs4299CQIqQaozD5uugI+AloE9jV3sVdp2RuzOns7X1BHkJeRwbakMAf9r4OfJsKVP9sf3nGm6G+DykSBShuvB/n1A0QvNOL7VVv+JcThKFp3ppKzdy79JVZHuaoez6uSFe7kaTXciltExKGJ9q+h8kSXoUWAUsAHYKIeyTULdJM1xXg79uD73aOWSZ+9AanAxLEdKM/aw0ZHAsfAd70ipIPvhdaB3itMpFpEeNui6I7hTEfGYajJ9jJyO41Q10Rd0Ye09zh7SPrIiC/q52/B2tSDnr2aQ7jT/kQ+tQcTS9nLut88F1kl3rFzPt7F6ycv2ULbyT0owu2gu+QLbtPAXKHqxDEUR2Nh1Fs8iztaJMtlOv0OBQrcIYLiPg1zPcoOWzZ1/iM3t/x5czN1Fg1bHMJpHdUIv2uedJ0Vg4GBlmR6CXnf1VPN94FH80TKopgaXpZTwzMMShoQEOdtXi0JvJtSTzx+ZjeJQ6alx9BKMRwrEYL7ecnOqP7D9b9TMARE6cQgr5L7iLRqmiYJWZ9R/8KMqoF2u+G0rXsLlJQVdzJ8NnDlzLGstkb9iltGz6gfdIkvTyBcqKgR3AKPA14MnrvmXj6oRnPkRjwSK0nRImXQutYgkKk5K45v3UFM+iWj2D6aKZ9NgAZ7xG4rOzULem0STceKQQc5JCBNta0PRux55kxB27B8XIKbriF2OTdhPRzGCLpRm714DOK2iy+FgdX0ioN4qp/wBS+nSMSUoaQyFKo0W4FEaiPQ1IUQcRYyttdjOj57JYXFzPY6NhPqxpIuyNcTYlj4hbIrFlhCV33shDtXtIDYRpGVFgUPSTmzWLNCU4O8eI7+zkZ8kxppsSMCksPDtYRZopDpNKS7Onn3mOElo9PcSiAbzhMKFYDKNWT6Y5ARCMhQOoFEqCkRALU0v4n4V3T+3n9lbQsJ2+lAX8reE4ip4jFFXczNqsGf+6zwufpD3v3WzesRPKUok2KKlIqiE2WELy7WWUJM240DtfU3LLRnYhl9KyqWV8moR/I0nSeWAJ41NYP3YV6zVpIscfZm+/g0O7GugbrKI1Pp1IjxNPQM1jo7dgd6jIMPQQH2lA0xTBpPejrhrjvL6PaS/9gNLmBmoH+0nz1SCyywllr8cs9mP1n8Qb7iPgXgX+EIzYKUmBzJomFo2Vw45qCjW5lKRtIsWQQ4nHyIKQneSxdtae/xqZ5j4KGn5B6ZiKNQk2UpZ04xoqY74uh3pdEZWGQlLIxuZVkzs9lXO9YA8WMzttLl1qLwtS5tDXcxaVJZUWlZPzJYlktHTyCWsuWr2OpSllfHfpu1liMvDA8ElanC3EaU1sTLWjUSpZ5sjkk337WBafStdoLx/SzSbHkoRSKOREc60U3kCSycwCq4EMZqDqqud31Xv+dZ+NP8aRVsCNtl5MjukoHKMcqtLh6m6is+YMY32xqam7TPY6LiXZvAy8RwhxwYU9JElqZzzhXNcT2wFIzjYiwTjGogZCQ0EOmG8hvWEv/Y1HiajC1BXW0+BaR+dgHf3qIIfPNNJjKibQuYf2s3tInFXAWK6L6WNWbP0tVA720txeyY+xUd9iIKJMQJHkg8RWtEE1h/wzSMx1kO/5DSPTDAwYLJzPkWh2DNJONwf9FrwGJa2Zy+iybMC3pJiOfC3m3Q/T3RhgQLubUp0Gsz9Knh80dXWsOXiWcM9L6Du3U9t/ktqBRpK9nTj7RiiXtAgPnI94+VSciXx9jM817MGqVfLBaAV7dh+k0zXILxMXolKqaHMPsK17mI/NvBWNKZ5fJC9nfs4C3lOxnj2Rak4PNJFnl6/VXEtCCOblL+KWjRsZScljlnGUPzQ14qusHL9JV6FgR7uHnxS+C+tD38G66yhLXT7UJYWkvHySzvNNuCPRqT6Na0YI8YgQQpr4iwgh2oUQvxZCxE+Ut72i/O9/j091vSfTJcTkASHEASGEe2Kf7Au8x94LxO211s95XZeSbH7A+NoGF13hTZKkAWAhkHsllZls0ZMH6MgsZHlekLl3zGWBoojI/I9SsMhBtXEm7xioot27jeSODjp+146twM262t/SuWIWoeyVDPQGONOXRV9mgB2zbyHLkUAsRYtGmUHXwhuxhozoT+/DN+ribk8rRe0tdCaaGUzMYkbXbrQ6QbK3F4/LjX7bSwwODnJan4E0PJuCnhZC9lsIh0b5fsKNLOiyciyiIH96BhlJcfhdXTQPjBBZ7WNUE09fLMBynZvuloMUJNzIsVgX7qY6flb9Mk8tuo2TowO0p87CnpZNvspAp/cZ3JFubEOtxJsTEEjoVBrsURNPnN5FsL+HpdpS6oY7+E3VZkaFkXRdJqsyp0/1x/aWJITg9tw5zMy6lWUjp3hu9CS/qxxfbLI02cwXywt5bP29xH/2e9TdPRf1+SrCwRAHxqp5pOtNs/rx1XIASAGyGV9W4G38a0/L/02U//3vY9e4flPhtWKiBV4AHrzgK//pT/xr3K5oos7Xvc9GkqQYMCaEsAshcoFuSZL6LrBfAGi/kspMtv2ndnA4ZzFpDalUhYpJNh6hZM8LNA1pMA9tI16fRVZDP3X2Bdw+90V6Cz/AAXUTrs0u+jIHOJQwnYqzOxgruYfOZomypAxWHv8fRH4xA9YIIeGkVZFDsTsBr8FHVkoiR6sOsDJ5E/3aKKOVvybBo6MiMxG3mM57u09gCtZSk3Azox6BThckRwRZlJ1CiniOj+o2MHDuB+TUK5DUy+lYrcPNEEmtRzgfGqQ2415KbM2sCjayUGjRLn0fGfu/T/tXmzly1038YOghOqIVfNenxqPKoMXXzLvT7yJF0UlOQhrpCjMu9xDKUAYp3gaeMFbT2dJLtjmBWal53JG/lESLcao/trc0hUJB/tx7yJOkf9zzpG/sozcjnjhVC4+eaOUD7jaeKrqRuyt3oB+oxKBUQPamqa34ZXpyZVQwvuRxPuPT6x+6c4/y9W6UCr3iO6lLCDEN+IYQQj+xzXuh76w3g0MP/eLf4rH4fR+7lBvHLhoTSZK+CiCEWPI67+G/mnG7lPts9EKIPwJDwHGgWwixTwjxproAKEkSrSXv405HOil5JmZkn2YkOMLZWfOJLLuVYG4aZ0MxtCY15V0nEd1hBhTtlJ0swF4xgw/rukib7qFx1SbOdZ7BmNFLU4qaP2feRkhqIMVaRpJTQ47eTGbTM5zxdZHVP8LKOhXt3iq8thI0FsHI7DvwJITon7GWnsB0dppLSG7/Nc7Kx1B299LfewNtDQpUusV02tvYHprO3mlz6YyPR9fjQB8uwJU4i/tsRdw4PEBpVEO8J5ev6nP4bWc1Y5nvZOdH7scezmSrZTFdISuf1EbZEPZjViowWQMU6jWYzDpODJxCn57BrsgZXPZCanwhPhyXyH8nJiKJKBHFG11zSTZZXnlzbVxFJgcbBnibfR4r+n1Y/niMYvcRxhjG4c1HU7+fqkHXFNb28jy5MprF+DXiXcDPJh5rJ7a/EX7Gv9v+/mP6E0KIYSHEOSHEt4UQb4o7Yw899IsLxmNi+xv16phcituEEINCiPNCiF/+vRvucl3KaLT/x/jKdo8CJxnvKvsQsE+SpJvfyMGmcjTa0J79DHvbMdgH6Qu2U1cXJi7NhE8ZJOgbJNlo47tOCzF1hP+JJOI2qtA0BcnLbSd+8Cxnp83D6FNgrMtkuLiL3ylXkx5Qcd9wFw1ZpxhV55Nl0OBpzeRQ9Z8RLjXT7l2DdjhMfadEgq6J+Rlq2oO5lIRP0f9QNdFUA30aB4c1DmZGvOhWObBFxhDhRGrS5kJ1LdOUNdhnrqdurIIOwy5S+0bJ6TWgaqnFnhnHSUOUFHMijQaJVHMS0oiBflop8awiptvLH0edrM2wEyfpUbYPY8sSzLbdTt/g49QG7ARCHZhDEc5bC/iru41bCxaRZzBSnj6dbu8wy9KnTcnnJbu4gC/E5sZ+4t1aqP0DmtojNDnS6HeqiMsz0KzRsWKalRrdBv5rZuE1r9/ljEabaNHUMv4L/pVfiBHGrweXXaiFI4R4BEiXJGnNxPNS4EVgUJKkBUKIzwCVwDDjS0R/GzgrSdJNb/jErqGJFs1rxuNiLZzXi8kr9lvCeHdbjiRJba96jw8CbYzfzF8IfAsIAvMkSQpdzjldyjWbO4H/kyTpfZIk/UqSpM8B9wM3vVl+IQDEnLsYsfYxFO0hQWdkpqaXDkMhnr5WDlkziPhHuL9gGe/MLae7wcIOrw6pa4xnjctpLd9Imz+HHvNc/mJx0Fi1jNt6Orlt9GHOKr0ERlMIqQvZH15BpQlubeqj/IaVlBw8hmZfB+bsYdJzSzHWOqkd7SJaJ6FVRQmsqiCn08VNdgX95hLUjQaeHYuSUZzMkpEeAmUL2Z6UTahWTfixH7H4hJpdXjdPGVR8etFNBDPysBsMnA8OsyzqBWsJdbpReiwZOOaZyRs5TpzKiaP3FL6zj+IKHeHFsSCa6Zm83yvxbMBJxcIPklY0m52BXu5PWcsnS1awadp68mwpcqK5TukMGm6vSKd4YIQzGfcwMiONddFG8hNtpBTfwAGziR6flXlnX+Q3Z7ZOdXUv1WIgh3//5a1ifKaixa/x2hVCCK8Qwg9UM76c8r0AkiT9UJKkvZIknZMk6THgHcCNQoiZV/0Mrq4riQe8RkwuhSRJv5UkafvESp3PADcxvlT0hkt9j1e7lGSTA2x/1bYdgGD84tN1yxvy870TzzDg7KArWkR4MButs4uX2ySiwsb7a39OScEmpukc1GnSGQ1IWJT9WG+K4o2OEVjVQ79FoPrlQRbW7mVzyIo6aYSUrBGWD/+RfekFnHLkcj48F7UvRIaqkZtHXiK0II7E6jM8n1vGiytLmGMeI+/UM7Sdb2K5rp0/JMWwG8Lk/vAlAnNScUadlPWcIPepl1jWV8DooROUNnyHVd//GQtTtRySnueFZQ5GYy/zw249C0eOcpP3PD7jMJExB1kJxVgqn+Zcl4eFhQsIedp5smEH/oFc8pxq9huzKRYBss1mogF4ZNsvsaDlQ1lzOdxZxx6VgwRLCoYUPeqYD/wjU/3RyV6DNxhh1Bcm+W1FbJwTT/Cmb+HMfQfnU+aT1f0o/6s6jfVnf8TTESKl603TnZbP+NLDFxLin0sYX8gxYAbjN6DrJUlaK0lSy2vsC+O/1q9nVxIPeGMxeV2SJLUC/VxB3C6l/07LeH/fK/39ue5yDzzZorEYRrWOT868mR5nO2HVYWp0Zk4rslgejkOvdFGvt/FoXze3JwxhKCjloarTrIiOEtLb+a+sICFPJmXd6excsxpFoo2Kbg/xPhsj1gwaEt/GXs8C7qk7gN3iwzMYI0kVT2d1Ky1rK3B641jY7iQSPYA1tZDtixcTXLyAvG43SwYa2bNJgUnxNhbV/YiBtM+Svf3TKEcDlG9/Ds9dWdQpc+j74FysYxLTMxewKdLDvuYwv0stoddqJr3PRgdpVMaHWLJjK1Uzv0Hx2F5OHlGSKJzcPXiSfnMJRZYo+XFlfFNs4ovaAG8X0G5ewgOGAablT+NMUwPlilQ+sm6iV8HTC2/SKe/eKhr7Pbj8YVYUJZKfaEbVGmJEcR9nS1vI65/OllgCwbU93HFwN85Zl9XjMRWaAM1FyjQT5RfjlyTptcpfacbEY+8l7j9VriQe8MZi8rqEEKlAIlcQt0u9WLT6VWOxFYxPyLlWCPEvGVaSpL9dbmWuloaRbna1V1EYl8bqzOm0tzxEQWY2f+joYB0+zja2E5qWgr9lOhb/IEfDEvmGfpaqx1jbXMGW1aMM9mopOd9M1zQPRdECqmhnWd9TfC17I1FpjE+MdFKeGsfehWn43SPYRpqZk5lHqmYaFbuO4y1/L4GTh9h5yzLclkTuGInhc+5mpGEQrbOBpFgm/qEX8R9oRrfgWwTUVsyzc4m2D+EcTqG9fCVRZxKt0RA3xiy0tZxglfp2AhUmdp4O0JrQjc7oQy0UnI9P5+7zJzltDbNIM0BcThbNkQdIVu6lVTONo0ENn7G5maG14mo/RmLYS2rxanBksVylpr27hk53EptbT/Dh6TdO9ccnex0zMydmh9r+FbjhQb7s7uT21XbWDeqpSl1C9pkz1CVkkP35d6HwJjAcihCvue6XKTjEeFfPha5RNE+UvyFCiIWM35KxBxgBpgM/ZPza8xXdM3INXPV4/J0QIhOI45+to1IhhA3okCTJKYTIA+5j/B7LAcZbM98BOoFnLvu4lzBA4I3ckixN9XQ1oWiYj+z4JSqFCoVCga5/iNnOTnLV/bjLl1Bf1cJSUyetBXfzUucgN6alYjENYu1JYnN8Lze399KdmsiQ5KI7OJMk/yiZDjvxlT+hP6mEHcY1vLe/gwNFLuY8coyDi+8mz7WdRt0cFoke0t27CMQ7CHakURlM5fnSUm4oVaJtMfKyzscKlw6boYv003tpXPdO7nj0v6iR1hNraMCeFkbqDzJYnolPG2X/itUkqJNJ3b4db1oaFfFOLGUzOSN5MQ3ZiLObqN5zmlXzp9PYfAZjTjZn9YW0uo/ygWEHM9P9/MTv4Ji/m1J/K7HEEr7qq2VME88P3R56jGl8dvbNmLtHGLbZ2DF4ho9MvxGNUj2pn5HsKvEOgsmBJEncsLmKBzN7GO3eRf/OIQxhD4pFv6R0qYXCVD3Ka7hUxOVOVzMx6mwr44OQQoz/gm8G1t+5R3nBdbJefTH8VWWzgF8AxYAe6ACeB74lSdLoG63ftTYx6uyC8Vj8vo9ddN2w14rJK8rvv0DReyRJekQIkQH8EZgGmBkfJLAT+JokST2Xez6Xkmze0DC7iRkFLmgyk00wEubcUBuuoI/vnniaL8+/i3RTPN89+hc6hpq59WyExavTabLPJqHzECmhcszJbvxjA1jMqZxt76R3ZjzW060E8624LTbCChVDMTflwSB6bSlJTXs4YFiJw5qIb//jdCalYDcESLbNI79jDxw+QkvpNDLCXRxOmE5nm47SaRKlTbt4fPY7WHeyg+6UG9kuOvh21R9RzjATPNtDzXs/Qvx3niKhrg0MasK6JGKpabz83vtY2KJiNLCdeFsmu8N9zIjzk6C7geyCGJX9zXTsbaF89hLsjS+RMmMVpy2lBEIx0k88SaMjmVR/L7GUBFpzNtA70som6ijW3kKL1c2WgQ4+On0Dbe5+3EEfHZ5BlqdPI15vuWCMx8IBfnDyOVZlVrAkrfQNfT6u3R2E+8ZIuLfkKnzasgv5a+V2knY8jzu+lKG4XGa6ZjPzPYnXvB5XMjfaZd5n8x/rCu6zue5ctZU6AYQQiROzCVzQZCabsXCAoz317Ok8y5K0UqoHWxlo3MNCRyYF/ac5FDNTKYWZpi7lNocOo3GU41IFcc17adDrycguoa43jsRjbSgyXXRpI6i6W5iREEKh1tBToye63Mb2mIENaVYO+zSYx+KZM9YJo4WIgTP09zWze9Y6bPpeVgYEQz4rs0d30JatJsUyC0+PhMexgtH+fhrjj+BKyOftzgEMDi2Dv9nMHONZugsXMNxVjLWrjuaKOTQvsTGNMZ70JFGQOot5nrPsNoepUJQw7WsPEFwRx+iiDzIcjKKuP0tRxmoGRvupC5zBkZvD00MN3KabQ070IOWFKxhU9XCopZPb8xfQlzSdptEeyhOyCUbDpJsTXjfGgUiII731bMyd+7qfSaBhhLFzA/hPDoBGQeJHpqNJNl2tj1x2Ab0dZxgx5SN1uCmbkToldZAn4pRdyBUnm4m7dG8D3gmsliTpYhe1Ji3ZPHDwj6Sb4vnIjPGL3Mf7GvhT7V4KpSD9vTW8PS2dNk2Irk4X2eEi4vyVbHEs4YMt/4fTMpdBhSA5UctP3enMCKSSbFDxu0gfNxoLaA3Ws05TjtRwDuc6PfbWXpz1No4kZDOn51F0Q7ORknpw+LvxNMcRRUJ85AEsx7YS37SLkflppIa62RstpaxkGg+Tx5mwkTl2I+/rf4i6wRQG+1uZda4fsnPYt+ntLDrxHMbiUnoVRpRhNY6on7NbD9Nxdwmjw1rORwN8YFoJcSeeoc60nDnt3Vgf/gWqOdm0vfMLHNY7qLAEyHefpdnppDNg4bTbhcoeYpbw402aQ7K/h7fNuoMvHPwjP1/3qX/EMhgN0ulvId803gL532NP8ulZt7Cl7RRdnmGaRnv5ztL7Mai1r/mZRL0hRl9sITISwHpbHkq1CnWC/jVfI/vPICcb2YVcVrIR47czr2E8wWwCjEAX8JgkSV+52OuuVrJxBjxUDbaxr/McZwZasWj0PLjkPrIsibxj8w/436XvwqzRY9eZaNr8JbZZ0sjv2UmJZyHNlJGgriRlaDPPzljP8tFhNEEHzaMjbHcksSk5jV6fncFeN0ulHjzmMrbFgUdnJL+vlrL4FuwvHYFgGtriQVpe1qEutxAXHaC1YDZdrjHmHupBX1ZE7OBRGo1Knl01nXepixjN7cGusrA7mMqm4Q76AwH08cOEnAbST0XZFzeGY3oixq3NPLzxTr4lPct5uwlt8rupj0B83S7skWGGctcQDI3ithWz8dFPEz7uZcxkwZgdx/GbP4PaPMRtYy/Rb52LdM7Pz3xwd0kPHks5R72taDMzmBunodgXJc08jQcbz/Dlhe9gMBCiK3iEdH021V1OQu4h1lUsJyjFeLR6J7fmLyDbmnTRzyXqDRF1h9CkjrdeYr4wCoN8/WdSNe6E9Nmgv36WlJKTjexC3tAQFSHEDMYTzD1AMuN3lGoZn9juN9LV7JN7DVqlmi8deJRNefNZml7GioxpZFnG+6a/tvAeMi3/XBJYMdxOzkgAV9ot7NEMgXcbbalp3DQSQtJoaYksYFeHjlumaSmz1DLQ46Le4aaefipMfShdJxDDeazqzcIzw4/1WwdpePftFOzZSf+0mbTPWs3sU+20jQ2R8fJupHfMoDBWx0nH3URMNg7NA4dXyza0JHmLSNDWkm7RM2icj3TwGUxxM4gX1ThTFdgW30bYdxx7sopFKiXOuHICg+nkEiPV7yIU7CJS9DbUWjN+5QjDvmqOxeeQt2k2GZY+nNoweR6JZx0WUlPeS5FBxVCoj9UGF8MxB6aT+/mcppHu5kW0ZNhQl68n0FzJgxlZeN2tNI11oPElM2yTSNBa+H+Nz/JI10lUSgPx6ChN6L1gsgn1jqHQKwGBFPznjMP/SYlGkqL0tvZht5jRJ1z4mtaU0JpBcd2PNJPJXj/ZTIxMeAfjQ+FKgBjjc/R8gfEhhZ1A7bVKNEd7zvP5/Y/wnrI1DPlc7OmspMMzSKoxjt+c3YpFY2BtLIJGoaTDM8SqO39L4/8+jK+lG8PiMCPhANv6XZgq/ptOZxazkxvIFtmI+GGU5JKbcpqekJpERzzuUCu+ojvpd2lpU/RRFHLAWgvpQwdwBwOIUT1l256n3eag292HcfEG4voDNHWswd53gJ5lG1k8coLfJK0hFI3y2XN/4LgjA82ZVgJz7cTfPRNDXQruxx6mf/Zi8p9+nPZ3LcSzqIhEnYlGfR7FujO0piUw5E0gWvT/2Tvv8Liqa2+/Z3qvGo1675ZsyZYt94rBNt1AaCGUJOSS3m96vbk3nXxppNBCgNAhgLFxxb1LtqzeexlJo+l95nx/SEkIsYMxBhui93nmGc3Zp+zzO/ZZu6y91mUkOixURKNIDBVUOPfTvn4hY10y/PvGabh8NdneHvLG9RyOqBmSBbFbPSzSaxiN9OJbVERgMofxiJSnAv1EgwcpG4yj0TpIJIzMbTzAUMUt7BhqprZ5GwPRGOkKGQtTM/nE7MvRq88QMCIhQgJkFiUy078fXnsv0TzZTtzfT7kmi/pTzfRGmsFl5EgshS+W5GKYPQuJ9IzOl+8OWTUX9vozzHCWnI032t+aqieYcof7iyiKo9NlRqb811eKorjnzS72dobRwrEo39j/ZzbkVvPpXX/gkXWf4/hoJ7eXr+H4aAeD3glmJWWRpbcRjkdRyRQEoiGsE20MNQ4RG2iny5JJKL8Qy3AnOkUA+6knaZ77BWLKcUKNWiT5AxiGj3Iwey6+SAyDmMxrzlbyVItJCR3npXAAq9LGbTE1T4wmcbk9zqJoF119YdQ9R1EbZNicThzeVCJpSiKLLyGm8XLEvJij0V7MahXS1glWJkI0t/cxVrOcG8NaJjsexuYaQEypwidtZnfpTcxSjuAKpiEbPMLc9Fwkwx58GUtRaIYxNRoZDnchC/YRL8wluGU/g2XraS5TcnWkn/9HCmFtLp64lzJ5jJsTR5iVv4TOvr2kNenp90gIXeLm5KCEm6VKdooeLpscZUJ2C03Vo6TKl/PEqcdIiALZxmSWZpT9U+iayLAfYgkUmfpzepYXM4F4gvrGXcS9wwx0+thZWI5Uk4oYGMDhHeMysqhXK/lYxIlcEie7bD4qi46Q143aYrnQ1b8omBlGm+F0nE3/28eUr3UqkAWkMxW24F3jxGgn3zzwGN3uUTZ3HWOevZBwPEapNZNQLMIf619FJZUzFnCzNKMMR8DF6qw5qGUKXnluF+YUO0WLPo/8ta0M2GK8OhEgq3SS0cK1LJloRmfX85z0FEtT9LSF5xEXIqSotXROmlge0rNw9FmGDSbmebooODxMEWouqUxgOjjI6O2fI7L3KXwRE/k97YyFZXjmJ5Ho7+HZARerJ05Su8SG2e3keNIsDDYVSTIX2TkCre4Jth59jmz3JGGpkWhmNvlJsMjYQ1CzhJBLiiPWgHYoiGrcg9HYgql5CLndRlZ8GNeeIK/NNpBZWERy8hh6kxTL8d0sKLuZCWWCXqePxWE3LxgKEQ7XIo/r8C8Jo4nECHfHKO1N44kiN/NHjYxaLDwlvsas4Eac8SD/VXUDermALxpE+wZnAKlGhhh/T3pf/h13l4ijVqTw+n9ES+gZDdAxGULsHKAtqEKfpGVDRGRn2Ivd7WBxQqTeOEKyIhPLiXvxif9LPxMULtYy+OKL5N92G8KF7unMMMNFytn0bJTA1UwNo13GlIFqAx4FNjO1Gvcd7dlc9sy3GfSOkUAkwVRQthSNmW8uupHVWXNwhry80nmMjUWL0ciV7B1oxKLSMyspi12P3E+isJoyzTEGIwkaJnXUBCb4nUOkIt9HqmsOKuMk6tHnqCu+Ck2kmNrJdv678ec0ujaiDciJr1JzTKJm70gDNzgkxCdH8Y37SJLa8Ju8NC0qwiBWsbJlM5M9faQNBRDdUSSxBIKgou7WxYxpUvC5NXQUlfGZtt8QzMimKaWG9If/imTpYkZzZ+HucbM4+gTRNV9C6mzGO+wgs3En30lfxm3pFUiGhnnCouZGUxjRYqEzmMzqR79Nz7Vfpfu118hfthhPahNJARMpkhT2dI7iNCggEmajowNVso6EXsHJAZFO2tntU/KnRav5dXs/t2ZVI7ZvQsxZxjP4yTelcFvp+3uIJhEXkUj/sdixYcLDowePMmGxUBJTkZ+I8lSgAZs6nQ9q1fzWHSaXOC/KLTwhj/CY1MBQ2M265nquLCxEmF2F1Pb+6+29VWZ6NjOcjjcNgiWKYlgUxadEUbwKSAM+A7iYyvJ2lKmwNZdOhzs4r7jDfj6x/T56vQ5iiOjkal646uvcVb6WEksGjza/xuPNu7ln+300OwfwRaZCtpVYMsiedhLILC3H07yfIxPdjAxmMs+eoFkLVa4mxrt11GU28LCvkY68+SQTY0ioJdUTZ0vRz+jYsALHumJSW3aSu+cAd2Yk4Y4KzPL4yBzwodYpMAQF9G4LZdYikq3F2FI0KIMhogVq9t98HXEhSkp7J3PHHCw7dYhrLC245xYQcAkEJro4lV7A8fTZlA//Ep1yN8cS1eS88CO8ChOF/j20Lb6RzEIbr2kG6A072aDSEnOYERv6KJCNMLLsUuItHaxIV2B47DE0HQkMg/24uutYFenkUnOY1Wkh5OmZDA3uJRjS4FUomVOwkNX2dFp0qYzo/WwVOtmdbMWdImelVuCKvDeL8/fe52+GJto7QdjnJTHh4spEFOVwC5sjPkxDR6kIS/nMH57i+65RBpUmnHI5L8RifCkYZ2J0P0mONjozkvmrNZN7RyaIJd7bPb4ZZnineEsRF0VRnBBF8deiKC4CCoH/YSp+z9eAYUEQnjiflXumbR/tziEkCOhkShanleJ+9WV0ChXtrmHMCh0Hh1p48oovo1UoCcengqTaNEZ0CjWjARdKnZmSiiUUaLOxyY4TU8YYVokcVK0i1VXPogOvcbcqneLdbShFKeVbD5Gd4iUjvJ1coZ0JYZg/ZSzijxUGxkJaGrMzUV6Wz9ykQSacYZ7ONlOtGUT32A+Y2LmVY8uWEHIDbg2kjdFlN6GoKWZksYW9CxdguX8rwkt+tsjSSW8x0G0002G0MjmaTbksGV2ynqO2lQwIZrrzl6OgiJse2EbnmIH58j6yO3ch02Sgy1qKR5FAEx3m8bRini++lr4bbiHdayeaVIg3X07u2qtIivUgHB5h0hAlS6WlJSPOXr2LB9rrcMsT7Gl7mb6xEeodrRSV5qNUTVCdms1E9F0dKb0g+GIeIoEAuIP85FQzpyIBukxmPqmf5BvNvyFu1qIPiAQ23kqxzoBMMkq3pIPDh15gpbuLXksuEamJVZhRjjq4Os+OTPLuhYWZYYb3Eucc3lcUxU5RFL8timIhsBR4CFhzvipWP9bDI4276POPIxEELGo9vmiQe/UeZiflkG1IonVyiHsq1yOKIl+r+QCZr3N5Bni06TU0+lTi/iHU2bNIEmfz8jEdjYEJbi8PUq6awGlZgEYrJZy9gdTW4wSvrSYyEiUpVkNcZmFedwN5E5PcYSinWaZCyA/xoCYbj1zN/gIVn6vr56Q3iz9Vz6axspxlD7ajKEilZf0NrHr4BCUOBxl9Mgp+30JNZpyxK2/FPq+c64UEbeYICzMELos04C5M4WcpRVgDcTI1LvynXqKoZTexR3/CH668hysyEhy3XobDOp8Dvl7GJweRHuwk5DDwWWc39dEQ5tQQ3lwfyVIpEpmWwa5nMLW3IQ3KOeaBnZTStq2O9X4bV/rnoQj5UIhSnpyzgntmV7LQuhyJmIbONof2seDfe4rvV8bCoxz0O/mtTsoq5242GmVcF+4kMBJl3H41jY4YIZeTw86d3G0uYJ3GRlE0ifzbl/BMyiwcEj0ZdjUPhwYImBPkBWMX+pb+4xAE4WFBEMTpT0wQhF5BEH73+qySgiCsEQRhryAIfkEQXNOZht+3oSzeTBNBEL4+rYdnep+cM5xnriAIWwRB8E5/DguCkHuu9TovseRFUTwgiuLHmXIiOC8kqfWYlXqUgpRcg52xoIdZSZkEYiGGfZNsyJ3PL9d8lGOjHQz7/zn/yr7BJk6OdfOF6muwZhjQVs1j14iGIxhw9YxR5lPSGtUTq5lNafAkAwEPrkIXQ8p8hLoAKkMFgyoRX892HlWocKsHUflPcYVMz+3jBZRI0tm+8lruMUXpXrWRSoub9btOsSc1k3ZjlFCRiTSHj1CJGc/aQroWXoHW30TZgftRtB3CkZOC4NewRhUg1R9E+fJ+CkeHWdhZy1ajjz2WLHLyL2NMrSX4wRq+auohVQzRKA8j2APcFNvDc1INRrOF/FQJfVUuyowNtE9a2daRycOO4xQOKnB4y0gULGXBLZ/AmjQP85I1dBYn48wzEKrRENMYKImrqRcmqJtQE0eCN64j7BZJ11nf9wE5c7WFLDankusbIid6GQc97XxBnkd3/Ti5GjuPW22kZFvZmVZF5kA3OaEIemMqO325fEYustJgIkmWhl4ZYEjuQmJ9376/Lnb2MvXuyQE+DVwHPAIgCMKVwIvAJmDB9OdXQPx0J3ofcUZNmFob+SJTUyGnRRCEamAPUA8sZyo1w/8AgXOt0Nmss1n+Fs4nMnWTb5uECIP+CcJinC73CCIiVbYCFqeVcXCohUtzqtjRe5L1ufNI0/2zy+ksaxZyyT+8glI8DdwSOEansRpd9wkqOMmLmR9Gn5GCY14pEwMBrAk/8jQFqm4ZWtUErV1tGLUrWa8J4veOYGg7hmthD81eA6pTPVQVqjlpiGF+5QWGPngT4Sv6uHbbNvRSOT8oLuEL+59jWFaJbUzC7qE2+tf/F0sn6lhTtxufLMhPc5fx7Qf/wrMf+Razr4zy6lAUR3iYq1wNHHdlkL/5B2z95P+xvuMXjDcPMLzuJ6wNe+Hog7xqWsd/DXnwrfAyIKshIzrGkGsQW7iLdGeIuPEWTiWaKLD3MXy0mn5xBytDEo5bpWhiWuaKGjrDzWxxyFAUpLBIU8QHUksxKrWsyCzn5G8TzPl4zvl4jBc1Ua+fiaYu5ipt3JriYnjUxpccPZjmr8KiMfFdby2T6Yu5taOTvf58doZOcXPGbOQKOb9sP8G3l9Zwx7iDjaoq0jw9CO9iZOX3Kz+78Yp/CTz5hSdffrOJsIgoiiPTfw8IglAOfE8QBC3wa+Dnoij+8HX7t53ver9ThDaf+hc9VOsrzmZi8EyaqEVR/Bb8PS30mfh/wPOiKH75dds63/od/IOz6dm8xtTizV3Tf5/u8/qy80KG3sqBW37CTcVLkSBgVupQtLTwy2MvcXK8h792HKY6pZB9g02ccPxzAjqzSodOMRWHq/0vXmLhdHoEHfo0H7YPz8W78Q4mNBZk0koiRgtm5xZU4W7CExKSHFvRtnnQTJ4kkm6mKylBV1DDAuUgRtGOIX+EEzVlTPis5HrSMa6bjdorRT9uRLqqGGVJhG837kSfVUbbtTcjH+7nygfuJ8UgxS5RcviWu4nrjXzAqKXrs9fw4b77iDZvR5C5+HTkBOPBLMqSh/FdWkws1seIKRNNgRFDVEQnP4Ex/UZWV1s4OV+C1JdFdPMjaJ0eHJ4UTK0WBjQGTPZGzGkTKPWpJJZPYMvQY5O2sOhwHd+fX8PmhjGqtQt48cpr+fbiW7hUDGDiH5kk/DcH+Kvj/Z+tU1DI6PX6eS7sIzMa57+VWh5OyWGfRcnmbBMtyXNZ0jTGTzNKeMIe4dO5KYg+J/eHBEbzKviLD1L8UcZjcVYKby0K9gz/ys9uvCIbaGJq0fivpr+bpre/FYJMvdvmMrVcY1gQhD2CIIxOf688f7V+5whtPnVaPaa3v1X+psnZdDCSgcVAsyAImwRBcAiCcEQQhBvO4bp/52yH0XxMdcEuZyoZ0Rs/i1/3fd44NdbNvoFmBEHAHw3xkreXr43u4nuLbkEz0U5Vch4bcqsptkx5WfqjIcYC/0iDe+/xv9Lf0olCIjAeyeakxIFKMozwXAZJWgff3XqcP7cfwpe/nMSEhQPBAQ7LckF3CFXVfCTWEwSUJgrTctnB10h2z8Yps7FSVPBaWh4O8wqM3REqXn2cimd2o3u1l/RwnF9efT9PikV0iT4iStBlpHDprpdoVdmwjXXBkWaifgWd0UKGy2xkVafjVAd4vmYJ6sFmbK/VkzLSzZK+Z3k8dR3xJDt9mnHEfAkTpSIHtfOwN+zF/tLjpAt9JEfbWTzYibZsFhtlClLTM9hySE/b4CTx7hGOtLXzV0c/e70y6msHEApyERITRI1ZU0KJCWLBfzSWakxa1icZATjyf28lndF7g0QsTqR5iAM7djA51MLyx36Hhxiz/W4+lJXGVVGBkCfIyvEgJyM9LBEhNebjo+MRHqzv5DvpZn6TauVy0c/tpii9SgXOHOubX3iGMzLdo9nCVAteAeimvwuAzdPlb4ogCGVMhc86zNSaQIDvMTWnvA44DmybbulftEz3aM6ox3T5WfF6TURR9J7FIXnT319nKo/NpUwlTXtSEITLzvom3sDZGJt5wP3TF3we+CqQCZwQRfHwGz/nWpHTMddeQIk1g3StFVGEFz1dvDz7Ll7uOspnzCYODbeQQEQtmwo0PeCd4NR4z9+PX5JWSs03SlDmFVMWPIzdVcq+hA1HBTQF4tw6t5orhVIy9VKcsgRX+IcQFhfRVHM7tV4fnuM9yBVqxLiUiUITP7bE6XRnMJwMzchBFUHMsdCiS2WsehkueyaufUFW/eU+bnC+wkfkJ5Bfmcd9l8zlVzd+Hm2WgLmkFNPdV7FTK0HiHWSXuJ5uRxWZniLmHxti2GBCUT/Ar+2XY2WE9fIWdJKlpOKjbyRM65CDub6TiGIW+5ffgClVR7Tyw0jy7YjDmwiVlOA9foh1OePMam1A2t+BMjSBLl6IvG2AhDzKkrEBjgk6AtEQACPO5TT8RQvAseY+Gu5LoJBM/dNY8NWp79FjIv27EsTD733X3vETDYw01+J6+FH2RQV0K5dijoscTkzQNuriiM1CSesxPqnUk51ewyxvL83yMD9r+y1iVQXHIgn0qlMciwY5pk2QozxFcda/T88ww5uyBMjlX1veMiB/uvxMrBQEwScIQhBoYMpD9hb+8X77gyiKD4miWCeK4ueAZuDu81r788/b0QPOrMnZ8Dfd/iqK4r2iKJ6YHoZ8mSmjdU6czTqbOlEUvwBkAFcyFZ7mAWBUEIQHpz093rHB6gx9Ehvy5xMRY/zv0tvodA0z4nPxXcz8qWEHewcaGfRNsLn7OO6In6rk/L8fG45H8U44OPzAnzgpSccR7Gat3Yg3w039oA39yBZc2RPYfCGCknKipkvIHtQj6z2OqFQTkGXyxxMd3BfZja///6ho+ROZCi/4PKzVejH3ODliz6G9ppjQBh2TH11G0w0rEfFSe/mXGA3pOZRRiiQ7k9XydlwWJc1SLT2DmdyoGmTMamNEE0Z38jD7DUEaNBUcLViDvszOh90+2hQf5r52K33H95AiNOGvV9JnSMOlmmS3SslscYTJ/XKcPUfICEt4IW7kDx2bEY0GJuNxtqhLGLFUUaYsQG7PoKUilV5NEG3pXK4pWYFRqYWAk8jJg8y+sgmXw0e9r4NY6HXPPyESD4sM7E6QXAW1/y/Byx+I0/HXOJMdCd6lkHhvm0RCJOALMbrrEJ1OCS2CwILb7uZWgxSfwsgH/eMUxSxo3S76evtpk6n4oWcCfYqJkMvB9Sk5zJr7ff6wcDbqJx7DlrKGNVYvd2UY+eaimy707b0fKACiZyiL8I8UxqfjMFMT2KWAWhTFtaIodjGVYRKmhqJeTzNwLkNR7yZvRw84syZnwzui21l7o4lTbBNF8U7AzlTLIImprt5fzrUCb8bn511Nt2eEQlMaDzXuwBP2M+SfoLr2j3yn5gNcqTdg3fo15BIp1u7dfHXvI7zaUwvAsoxZWLR6hpLGKTaPIpvsonvLfAK17VxePs7euJHStkL2PN9FrT+Es9vIRKpIpM1HfkLBZeU6PuKbxe2RAONJRUQNWorbdyJx9WGwJjOsO4FBHGWJsY3hDgWWXb2knuyjs9yGaixIcsNmFrSd4r/+517SgqA+ItI+6WQkZ4xXpDIMkXaufuowIaMdb1xBnSTANUP1eCZlnMgpxB3p4+7JA6SYjxNPeAmFklhkbceQiPNB8jEk5XFiQw3tp5ZDJIlYWE6ymEYsfAqFUcm6edeTEgwzFo4icarZZ6pmg9LM/sbdqH1jsOP70N1LemYdnrbdIMDtVSuZbANXp8jJ++LU/y5ByxMJnG1w5MciYycBCXS9DDs+LvLqRxJE/Rf3UJvDHWb/llfYfHIcEnEyo6NkvfxHnCMdnJKokHT+hsKjpyiyGblCGkOl0NI36aK0sgqrHsYUJsLDg0iKc4k7POxduAxf905iHpEU06x/ckaZ4ZzpYGqY6HQopsvPRFAUxQ5RFHtEUQy/bvtxIAQUv2H/IqDnXCv6LvF29IAza3I29DKVMua86nauscmTmLJw2YAUcJ5rBd6MQDTMqbFexoNupBIZi9NKmGPLYcj6KZRyDf/viY8ykLUMsaeWb5lN3Dv/alwh39+P744GuCrdQl1Ai8AghdpPMuHOY7QuwgZjH0dtdnIuXYg3lEHuJY1EjksJGoL8OKql8Ogk/YoHEXPW0+oKsdrroSXncoakkyw/0YdaFcMSSCe361F2VF1PYe+r5FRGUZUvYPe+VnwLNlKy9RjK9XOQhnvwaDNYF23kJf/lKMcGKRrNRGH1cFSl4QP+UdTWAhyRAQrLb6XGLWdz+npmRZ/kVfEGIv5civQW+sY1aF6rJ+Suo1NrouSVEwxdPpunJekoMwRWmE9iaJ/km5m5/Fraz4FYCpXOPrzqTlIwMtCqY7XSg6vtFBpbNjLPfuJL7yQQkpJmUQGw+HsiUiXkbpCgzwDvAPhHEowcBpkadCkw1gDEwdsFAQcYz9n7/p3FPzFB5Nn7SdHlINohsec+Aimzab7qv0kz+MhT6Nhj+SyaRBLjgsiiaBjdSAt6UcCnV9IbOMTNw/uxbfwJP2jvZ42klxsLjSgNS1B2tyCJyuH97SH+brGfqaGeAv75vRRjygtq/1s9oSiKXkEQfgN8WhCEk0wFE74dKGMqkv3FzHnX428IgpAFWPhH76hsOgJMnyiKTlEURUEQfgTcKwjCHqYcwNYBVzEVsuzcrnu2wyDTEZ5vYOohLWdKiMeAx0RRbD+bc5xLbLSEmODDW37JgG+Cj1ZcRjAWYklGGfsGmplty6bDNcIHipcSikX4Q/2rfHrulQDUjnbS7hpCFEXsR1vRiV0UVdUw6D/JsC+Z1ObnOKz+EJvcUS5d4OLZjgCSogLMw3GucPppjJ5iwfAIQ7NnYzQ5OeKpQqNMY35YR7rvVzzgLsSUpCZNV0ZArSZZ78Uc9FI0LmMkcJJ0aSqDQjqpg9sZNZRyaiJM8k23omvbSmn7n2hxzkeWb+WkW0nyfBHPgJw5WQmGWEZQ3s/R45PEc6q4IfgHuqLL2C7XkKMeYyXZCC4XR6RxlidNYn3weaTVH6XVlcmpShW50mFOxE5x07gKS6oGt1+K193Lt1JX8cNgFy6nmyS5gNumIdemIC/Qiyx1IYw0QuElkFJxxmfhHUhQ/weRodc5tyfNgSXfk6AwXHxuv2I8wVhbO309QxSnJBG3uHHv3UaPYSnKmIP8VSs58NoxntdLuWPfCbwlmehL5lI36ecatw/5shoSh+uYUBoZ0Aaxl5RgHWsnPaUYlf4iymlzkXGusdGmvc62MDVBHWGqBd8JrPvCky/3neFaDwMZoihecoZyGVMOAncABqbWjXxVFMXdb7V+7zbTXmen1UO1vuK0esBZafIwU0b3jdwpiuLDr9vv88CnmBrJagW+L4ric+dyL3B2gTivY8rArAfcwFNMGZi37AxwroE4f3L0OTomh+lyj6BXqHlo3Wdwhf3EEnHsWjM6uYqHGrazLmcuSpkci+qfgyEO1zshYCa1qJfndgwwnhIiEY8wy9iDMDjAkD2N+IkDFJYt4FeBBXzMF8ZSPEh9fR36SDd/1l3L2mQlk5MSqlvNDGX2oHdnEkzazfLeF3CaanAPBjk8oKN82UZ8Fh8qVSad6naq2hMcK1mAPRalLdDBLa/9HJlrnFev+RpJPbtZHGxjR+nXqGr/LSfq0lBccy0+RwMhYhxLykOChP9SuPmNUyAk8THLGkLZkMJxXZxLG7ZRqVdycPlnqIyoiHa/irYkyAPxPL4YCIMqRnd2Cb9p3s4X0gupmGynwW/HppNzMmMeS/UCg8NtVAVawDMGmfOh6vQNvqhfRK4V8AzG2f5foDRC9low5YOtXILSdPEZm8ipAbr8To70HiBkWMxHsiaRRAe5MjaP2xxbeCyRRoomiWsTXnbGrCyO+KkuzGVzeyfxoIsqhZrc4lxsFilBfQ5Rj4uwz0dy4RtHF2Z4PW8nEOc5rrN53/I21tlcdJzNMNrTgBd4EtjKVDcuWxCE004UiaL41PmrHkTiMZ5vO4g3GiRDn0R1SgEKqZwR/yS/qt3EWNDFXHs+H5u9Hl80xLHRDq7MX/BP50jKN+MammDz5p9w2exqxke66E2qgMn5WDMiPN85QLY6iXT5EJ8c3UI0XITDHSISi5E16iPf1IJOm4/GE8Rc0sYp1yg9uWq8QjlCaSa+iUbU1R8l/5pxToUyWDjgYVg6TOZwG5PqSnrFODnOejg+hFkzQsiagxhvoz15Ma9qrmNBsJ3tujI6r7wEu5jGiSQZc8Je1hw8iXCFFedYHL82ncB4DDHJgNzu41tJk+yWZdKQsYgtiRiLVB24liUx4rGwPhHihaEjmPMyGY4ZeHr1R4gfuw/Jpd+hZqydwdoXmev0oVNpiamqoO/lqVW0h34L5mzI+ee1Xo46kZ5XE2R93IFT72Dt7yrQp5+X4BPvCAl/mMS+J3mgYCX53af4syqfYsHDX51RokYL60w6FrSexKRLRePoxGWt4vpMCy8HQ6zLyaQAGX+cGEB0duE5cYTC4V56k4pI3XgdhfbzFiRjhtMwbVj2TX/+45k2LO8LPc6mZ/P62V+RqQj/Z0IURfGMs6VvtWdz66afopDKMcrVNDn7ua1sNTKJhB6Pg1Stmec6DnFj4VIanX18Z/HNtLuGyDWk0DY5SGVy3t/Pc8umn2ISZdwVHCKwchX59QJdvghVjieZEBWE9Q5+HCvj8zIvLc7LKZRp2ZvVgTOWxbrAEAM5uchjBxGct6EyDXNyzEWbEGKJMcTQyCkOK3K5Smel1TdKaTyTmuApjkjddGjkFPc248qbS7WvluPmy0m2xMjseYmgsorBMSsTdg2rnvsztRsuJ11pZ1iWQtbwYVRz84n3Kwn7D6JzhalTqSkz2tBIXPiyF6JwxplsEpEb+znqr8YzW8WXjv2Q7pK78LRv4seyEr5ra6dj3mepHR7ksye/QWPmQpblLuH5plNcfc3dyGJBFLt/PtVNaXoeIiEwpsNHtv3Tcwg5RSQykOshQQKpcHFPiEfDIcZbGvlWXE2ov4miFC2L1Wa0cTl5BgP3BaQE3V5C7Q2sSsmiRBYn6hxhfPY8Ev0j1MptPESYF8tzOOj1ktHRgdJvRTU3i6ps44W+vYuemRQDM5yOs+nZXJCp36/tfYTjjk4KjClElVG0chX14z0EYmEsKh17B5tZmVHOgeFmdAo1zpCPhxt2IJNIsar01I/1cHVBDUallh8vvwNXyI+n83EWPv9DwqXrKZeH2GW4kuVFszh8fCdpiTr+N57LLZWtPDFWiCBpp8Drx2lWYUv4ySv9GEc7NxHvO0DyZBmrwkv4hf4wGalVLNCWoBqLcHmflF5LP8fmqtlxyEp+YhiP2sb8CRdmpYbKcZEDk70YD9iwXZdBpLaDeCKZLnMyefJaOs13MXjoFMmWEdzdBVisWg62puNbVshkfx8blEm8XDeGpL6DcrWbIkcz/R/cgMo1xvoxKa9FkvCKPqLxLD6Z7iSsKCW3q4XOUARn+d0U51pQafO4Oe6k49gRBlUOVnhHwTcB0chUPvucf41gobL8o30h5eI2NESDeE49x5GIgRK/nqzxHXht11PaeIx9MQmla6+lSiMn6J5gvzmdglACuymJiFFJYDRGXGrBKEnwTFUB9zdt47OlK9k9UcgsrcCsGUMzwwznzJsaG1EUe9+NiryRLy+4jj0DjfR6xnAqfOQZUwnEwtxasoI+zxj3zN7ADw4/SevkIAICcomUZucAL1/7Lb60+0Hqx3uwqvVcnjefpol+FFIZKxd+lfZYGIUwinz2zUTaWri9fR+dShvzZNcglw3SN3qCmpRqxGPdZAek1MbT6VY0M3tPASddPVgVAuGkJMyDTagiGnKkmYxI4+jEVrrS65FmrGBraweZhQu57Ph3caXfxknJBA0ROT2pZlaPBAjkqQkOD6Net4BYQoI+WUG/LJVseZir4s/SaPkcWf1PMtpqZr3Lj+LJgzhXVRCQzmJg4wLWDCRh6fo5DWW3IoakrIxvYjK5jCpFHHfvA7yyaC2VDe0oclwIxbnMT6Qz4e5FNhBlTHqYeKCBZNmVtIUFSCoC1wDM/RA4O6Bo3YV43OcNV0JGoGQjNpefZU4vLxg+SX7Qxe/URXTn5jG37gSvmCUYQ2pyNEZCgoS6uoNo1yznv4NxFhv1XDPYye56gaVCAd9oGGYgIbKpMv/NLz7DDDOckbMdRjvTTnHAwVRMtP8VRfGNi4D+ibc6jDbsm+RPTdsZ9k1SnVJAi3OQPGMKxZZ08gwp/Ll5J75IiBc6DvHBspVcXbCQEksGp8Z6kEokeMJBArEwq7Nmv67GUUb2fZ1JvwNzxmXsD2bxcnst87NcrApnkNP+LNuLZuGT3cLsRALr2B5eJcLRkBqHbITbTHkYkn0o+uNsstgZDFj4sKkDy8Aom0MiLWIhq6MBdJIour46XsvWoTYWENKUYnE4yHr1SfRVlfSn61la9whBq8Dvc+9gUraCL6jcNLtPUpuWQm6TDmGyB0lqCgpDM3Vpi7hBNskBfypznCMc1evJ7D+AKbWaaKKbeGY2FUegO9lJkXGcjpYk5HleXpUoWJq/klDdw/QpbCxceAc1ogd3SxhT3yM4UjPI2v99+opvJk2nQrb+h2d+IO8Bwn1NNDWO0ZaXR3HdMxzOupTYZC8pKjVKpYosnYb7ZAL7xvxYUPJVQxedwwo2abK4yd/FHlUON0e9mELj9CllzC+qoXOolSXppcgKki/07b0nmBlGm+F0nI2x+QpnNjZSprJ3bgBswFJRFE+e6Vzn6o32N35dt4nRwCTfXXwL3kiQ35x4hVtLV3J4uIU/N+1CKpHwwtXf4LGm11iYVoxda8YV8nNouIVco5159im38tGd3+SkKpNlww5GC5bSs/tebJmZSMVV/E98hGuSJgmPr8Zjk6FlgLBiFPN4Ms9HhrnRsBLR9xy1LiXVp05wbO015AlexoUEqnY7wtxU1D6BsFHFnr7nWWsoI0l5hGGHhSHzZUTEAHPEbpKkyQSNHfh8yZgndpER1RPQSXCTR91EDyXZ81B17EGQGAkUg9cnJ9drwp2tQe8coFkoR1e7nVdlKVy1xs6cxl2MKzfSJigxhBYyL/2vxGISAjYlKk0hQyd2kVMzH13aIl559kssMWSRbZDxDaefG+NurKFJfIs/QVBnYY7tIl008yZMNDUxbjZQ1zaMtTiXP/VN8DHzEN8ZSDBrz3EyFhbSqxQZN+QhCShZE5GwSD3OC0GB2bpkjHI53x0fozA8QY3ewkKlhIzJIIHhDgKpdnLXr7/Qt/ieYMbYzHA6zmYY7U2buoIgKJjq3XwHuPZt1+oMfLTiUn5w+CkkggSjUkufx8Hh4Vb6PGPcNWstx0c72D/QxLHRDtZmV6KTq9DJVSykhOc6Dvzd2Ngr72Rx5yRNA2OUX7qEIVUz1tEeRHkXd1iv4kBzH4pgL5YsF4ZBCT1jCZKzVXzr6A7GXWYUVgNHjGYeX3onJToPO1xBbgjp2F/Ry/FghN/IZ+GxH2S2dS7bH23ANLeGMf0wEz4nK3W9hEypJMeV+AeP4fcvY6J0HcLkMb7pX8JPj25itbGVtolRMlR6nskpx+fXc/XESUKxOK4eCR7pHAxJFh4vupmqTIhGXuNY6UKC0gDOISuSkmP81J9OaleCy5MrsCXbOFIZJjshoJjsYIXg577gOP8z1sB3zVkMyS2kNW9hNCmL7fb5eMIBlmXMeqce4zvGy04Pux0Bvlw9i6da+hhyu9HENNxmTLBp5Wrkaj1a/xjfsKZxoG0X9SYbY9Y8Zsk8HFJKSHZH+dpEDy+nF5Bdko302EH0Viv69Xcgxt/v6U9mmOGd5awXdb7piQThJuA3oiieMfzt2+3ZvJFgLMIL7QdpGO+jPCkLs0rHL2tf5or8+dg0BpxBH3dVrD1jOJFw+2tEc5YyMPAnAq4EikArB06p0faUY720hIiuh5z+FziJhQFtDmNiGmXJ/UjaHJgN+RyXpmIUYggGPUtFL9aeTWxLmYcvaiZtdA3m/O0k98sIBIeYiEJrwkutPZ/rrFIWtz1D28JVtOybYKKkiCsTKn4dknDH5IsY3Ea+nb+aGyQWrKqDSEYTuLvaeaZgLeuNDpJ67LRXqLBNeEjxGxmX9LFZY2B10yFSZhVRNlLLgZiZJnk50TQdnyzX0B3PQH18F0XxYfR6Bd4TLyIqTOyK+5klV1Agl8DVv2JbOMqxkQ7uqdyASak9b8/qnaa3t4dfdg1hC2mJp2go8EX4bszPMpmKq9VOjvR3kW8pJLN/J1mlt+OaHCaYqeaZIQe3hWJY7Rn8evwklfEytmsl/KSmnHhvO/aimdQBb5WZns0Mp+N8GpvVwGZRFJVn2ud8GJsVT36V6woW8+l5V/59W91oFwO+Ma7Mr+G+E69wT+UGxgJu7j+1jTyjnWG/k4/OvgytXPWPE518Alf6EnxqGxN1Q5xyb2OZoZc+2WIiYwfZrZ5P0JrFhyZU/CjsJcMs5zJfK0fkE1zbJONQqYX5Q9voNa7AEHuVduFO0uxd7BTSkE+cpEyzmIOKPqqkQbIGNIREH8clYQp1RbQotBxT2/hl24/o8VtozS0HRRrx0R5WhhvoadYzOtpPwQo5MmsaI8pqnOOHqAxOcm/2B/ikvwdPrJZfGdezLuZHLknGJmio8AaxTGyjPb2UkSbwzI2SYUxiMniEamU+fwlFucO2iFTvYSJHH+E76iLuStLRlFuCtKMDxbwPsja7kmfbDmBR61mVeeZoAhcbtY8eYEeRjkvycpgdChLv7OWT5iQ+kWxlTooRnyvCxn09rCpS8ZFTXv44G0ZCUaTeMHrBjzIaZVgQ+a4pm/HMDPIMOuSSi2+h6nuBGWMzw+k4nyvzKpkK3vaOkm9KYUtPLbWjU0njIvEo3kiQE44eYok491RuAGAi5OWynCpuLFnGXeVr/8nQxGMJxlXzMZns2EUlwolUbvLuQNE5yIRumOHZlzHLHuO/++4nIbaxZuQQjnGR8uYnWXxcSrRsklkNz3LEshazQ8ch6+dpTk7mOb+SBf2byU+bS46sje5JL67RAM1txwkFupg1MEZGKsQ61Vh3uuiuuZPH89bjNWsoDUjI6p/E2TaBZN1cau+4hVPGNVjFKMaxJhzpS9iW9hFcDge+kBk9BVxtHiHTL2Fpz/0cldcxoe7BG1xLhVXJWK6DxGiCwMEECsr509B8Pp5VQ6opAp5+ZHM2smTuVWSFJ1kx2MzR1IVkGaby21ySPYfl6e+dFn3M5eN/82J8zprCcYeLxuZWJjwe/mCUMCdlyl1ZZ1Lwv0vTuM7gQlXUyWBjlHkjILOk0NE6yKm4nJVtPVhnFVJs0s8YmhlmOM+cl56NIAhrmApjc78oiv99pv3O1zDab+peJsdgZ3F6KVJBwoGhZtJ0ViqSss8qNa/fHcLR5yK3IgV/YJSjdb8jL/0q4scLGI7VEcgdYKCtmSrpOPry27n/GS9zyuUMZ7YwNKrFGhG5KsfKQJ2EZ01BPqR6DrNwDU/JlVia3axISeZVXZzmeD+q4Bi3xbU4jA5cI0q0qjwkFg2m6AgOQyqdQ2MUKmLk+6IIwSDdmUvoUuo4JAyy5lg7hTmT5LtO0KHNYHd8PsuT5nBYPs4+IcBnLV60+gjRhmQyNDCgPIjdESYoT8einU9nfy0P5pbwI+0YsvoEm/JSWJwrp8KUiluewom9rWQZesn1HSS47mdEEiLqvT9koyuKUq7i/ks/RSwRx6Y5/foS16YuDGuyEGQSHH+oJ+GLYP9cNRL5uxddIBGM8JcDrQTT1dyek4E0IcE37sCQdfqGtdizB6yFPNkSIZaiod4fZJm3j1pNGjekWCizmgDwx+NopRf5mqKLlHezZ/OGOF9xYBDYzFTirwqmgkieji+LoviTd7yCF4B/p4koihOCIHydqcCacwA9kCuKYs/rjs8Bus9w+t+KonhOOW3OxhutmX/vjWZnqsJ7gA2iKAbPdK7zOWdzaqyH39dv4ddr/ustH9txYgipVEJOuZ09h76BWlLKgpoPMvp4EwO6AVSiD+voTvqriwjvWYMyWcTW/yMc2ZfQqzZySBzles98Hne8RkZgnGvm5XFkwkuFcIzuihWMjKspr32K1qKvcJlkmPYMO7ucr2H5aw9zF91I1NBBXF2F1uEl0vYEgQXzWTjewPDxRp5efT03Ow7SPW8N0nE3QusejPZCZEIK4xoJc3o3cZ9vKSSkVCVs9C8JEwgWkjGgo9L//xiPXsPWdAkpySHGnV0sEVSgXUhRVhY5pQXQugl6DhKo+gg/euURPr3qRvSZhTzYsBNPJMTSpDS2DbURScRodw0Ticd44Zqvn1ZHMZ5AkE4ZFufLnUQ6Jkn+eBUSxbvzkhYTIk1HOrD6o+jUrfgDLuyX3PmWzhGMJ3C5JrAbzEjk//CX+e/Wfn5UnHm+q/wfwQUwNnnAB5hyePpbsscjTDkrWd5wyM3AT4G8C7WG8J3m32kiiuLlgiB8j6kQZAA/5l+NjZQp7+LXs5Sp0GXLRVHcyzlwNsbmYc5sbGLAGLAb2Cq+ycnOt4PAZMiHWaU7p2Pbjg9gzzIxMtJMfvFcAr4wao2CgCfCSEc/XV19pBTJaOreRZm4kNcUcRZqPZiDUujcTX1mJSNSParhUwhZNcQUdqy+QfbrtfQqM1k62skamQFJ6BR/DjRjyaxgYa9IijqFgLQXEhHkWg1dUi2xyVQMwedJSpqPN3WYisZ9jIWsOKVy3C0GJtasRGstpKjxFZ60JaOV5pDe/DKxshzm+JsJlJRy7wta1uUMU5EygjshxSi9Ca9sgmjIi6CT8tKAil9XSwnZF6Me3AGmNEidB8cfhoX38Intv0MukRBNxLk8bz67+uq5fdZqrn/5R6zPmcfspBzurDhtENkLRnzSz2dODOEUEvx5XhbSwa1QcvXbPm+tx0+KQk6a6kzpRGb4d7wdYzPwlb3/Engy44fLzvheOV2E4+mW+/cA3Rsbv4Ig7Adcoihefi71e7fp6Pj5v+hRUPD5f/uePVtNBEFYCuzlDcbmDOd8DKgURfGc3VTPm4PA2XC+jQ3AqfFeGsd7ualk+TkdHw5G6Wt2oDOpiEXjJMa62OltYr0ihecsCS478Ch9oRuoCjxC3HIJDcpqUmRHGVQpkXo0TNhS+CndXEYupvAgjXYfztE8SuO15FhzyAnFUTj+SnaihAesKzFJWkgfGCDVWsk+TR1XcD0ns91Ij9aTk5RJc46P7LFGtJZZnGiqIK//Fayv7aL2rs8jUY1iU3io7HyOfUVfJJGSSn7PdnbpTbiajayVmRnLPk40aQXrghJq81p5dYvA3KRmVvhnYa9I5qnhGOsrqrAlGUFlAkHg1HgvJ8e6GfO7GfCNM+QbxxUK4on6mZjODaSXqTh6273n8cm9fRJtR/CYZ2FI0iA5j8liT3oD2BVyUpRvPVFNYHwcTdJ/doroczU2A1/Ze7qQ+l3AuowfLjttL+QML9bPAz8DDKIoel+3vYKpFANXi6L44lut37tNR8fPz6hHQcHnz9grO1tNztbYCIKQxNR8/JdFUfzlud7PxRu69yypSMrmhqKlxBMJwrHTZ1H9zYlN+CKnH90b6pigoCoNW6aJWCSB1prNPs08XFmVNPZn8orhk+RNJjOWuA1/pJyxBXLajeX0ZQaYUIuEipX81N/I2tAxVsh6+H7LM/yv7xk86oXUOIIcDWs5Nv8qDhWVkRYcpOR4Kz7pQnaZQtQ43PSLLYgYGDV6OGSQMRFORZ64ifGTci4N/JXknFG67riCSVsfz1rzOJ5aQ7PhKna1jzLWu4uwRYJLuwSh3E5n4QCmPe0sM0SJq4eoOnKQRcuj9DmT0WhnExpt5JblK4lp1TzRe4pEIkH3oX3kGu1cnlvN56qvZkVGOXa1GXckQCQe4/qCxcglUj4655xzJr1jjBw/hCnuPa+GBmCOXnNOhqavazdbfvpzXn3ynPNa/ccy3aPZwlQLXgHopr8LgM3T5W+KIAhlwCeAw683NNN8jKn5i03nq97vFNM9mjPqMV1+VryJJmfDHUAC+PM5HPt33vPGBkAqkdAw0cv/Hn4agPqxHgB63A780RC3lKxAp1Cf9li9VUPToT5GeyYxJGlIKk3Fr9fw3XEPmSYVvgI7sSXZiLpsgmoTVc1ScjrlXK76AMViGZ4xKW77GiKy1egyyjme/iGkQgZCsIOWoRYmTVFe8lSiN2uZVa2n4NJ0Fvm/hc4gQ+9JkDr0NJaJYczGFG7v/CsrBo/Qbd5LT3UyrowBXNIyzEIW5jonqcFOFoeGsCy7gS9sWEquDcbjhUxMHiNNKCDfL8FuzOVEd4RjET+JsIICyXLSNBn8cGycnwcvR6Yzk2yysTKzAolUSubcBejkKswqHS91HsEXDZFjSuEnK+5k08bvcFPpcjZv/C53z774YqY9VL0Rkt+dEDKJeJy4K3DG8v0n+klsH2Tp3Eso95yg+S/vWKb09ytLmAr6+8aF5jIgf7r8TKwUBMEnCEIQaGCq9X/L63cQBEEDfJApJ6b3wgrdt6MHnIUmZ4Mw5XF1N/CUKIqTb/X413OuaaEvOubYcvno1l/xfNtB5tnz+dmqD9PmHEQulZKuO+M6U+LROIgitkwTiCJP1vVRZdDg9Ed4xONjvkLFn4CdCzWs0Gv5fkUW/tAY0R21tC2oYp5ZiUU+QvjIC/y2fSVS6Wv0yWazdnwEZXgetycOMjcaQyomc2wijXukLrYt/wrVwRDm0jkcCBXhSDSyVmHgeO6HWdz2Q552z+UyaweyqIb+oJTSbA171GYuUUpIe/Bxnqs8SI6tiDybkoQ7zKcEL1tNAxzXS8m8vpKjp9Ko1goMKIw8f/IpPp63ltuqFiI4G+gNhslWK0nRmjk83MaClMK/a/HGPEAAyWfwRLsY+Hrhu7eUQ5zwEx/zIjVpTlt+yreLHbpOsl7ezlWrr8Jamv6u1e19QgEQBU63Ti8yXX6mnC6HmfK+igHDoiiGT7PPzUz1Du5/+1V9V3g7esDZaXI2rAYKgQ+d4/F/533Rs/kb63LmkWlMQqdUs6nrGHnmlH9raACSMoyICWg80ItjwE2NQUnT4CStniCL4/B9g4HbaqzEJQJX+ga4d98rbGvvZVd6Gkabhlea2uk5PIy57CPctrKY2dKPkEkZrxhHKS4/zKA8l7Hh40TFca7o+A6tnnFOJmbz4ngKtRkWVOUGVh0e4pXje2j2Ong5+XJWxYewDIjoOoMIaQW0xI4xO3shA9ZqHrxkMf5Z6cTjQ/QJThr8JxmlgCyJkpuH9vJ0fR+32HYSdKUhN2zkiogKibEZsaebrc8+yf5J39/vfcQ/iXhG348ZXo802YBi1pkNSOJQEz3jizGIAU4OhPAc2MnQ/V95F2v4nqeDqWGi06GYLj8TQVEUO0RR7Pk3L9WPAZtEUXzH1wKeJ96OHnB2mpwNHwPqRVE89DbOAbyPejYA31ty+pTGZyIWjdN4sBelSo45VY9SLcM/EeX7ZVncNz7JLRlJdAdjrLBoedRgxWa3saWzkTmTs9gvGWFDqJ8is42oPBmNQcdh9yTYYwQ64W5BoGXWh+jq6OXazr2czMhj0H4NseQEN/dsotNi5gftaj6hlfHA7JUsiXehNXrxyLX4YiYGi8uJ6ecQcA5QNJmCVjqKIh4kQ6gnFLAQqw+xfbCKjqpZLBdaiB/r5Hj+AmwaG2hzWBQZ4AVRRoX8KvItSibbXmD+bDO2tH8Y36sLas73I/jPJBxmtboQT38XC5Z/jF1ZKkrbhpj0qpAeP4593rwLXcP3AvuZGuop4J/fSzGgc7r8nBAEoQqYD7wnPNCmeSf1yGLKJbxgelOZIAgmoE8URefr9ksGrgE+e67Xej3vq57NW0UmlxL2R/E6A+iMKsYHPKgF4NQIX7OYube+n/QhP3/uH6M1EESlN/Mda4jMijCrzTp8rgTqZAuBeAyJJshV0lbWVpTQkp9Ke9IlGA7+kG0hA3HTLExSKV5tJo6+KnZlLWV+TysL3H2M1R+jT1DQFS1hdmcboiGfQlk/Sw4/QKHDyep9T6AfqaW68X7iHi2Bpo/jTl/BsavuoTkrl6snOvH4jqKaJ1DmOMYluh7GAsP0JNy44gnscoGxYQ0vqC3YkvIh5LrQsr+vaJ9wcP+Wk3TmV2CsXsk3tR1sbarnB3lz2F22lEB0xn36bJh2b17HVIs9Avimv9uZ8kZ7O13wjwF9TE24vyeYdm8+ox5v5v78JnwPqAMemv69afr3VW/Y767paz76Nq71d97zrs9vB1EUObSpGZVagdGuRa1VMNI9iVolISMRJ5RqxpxlRnT5ERAImTXEJn0kDBpah1wYTcPs7ZagUvaQai/hZD1sGDlGUuU8hOP38fj8u5k3sJPDWesp8A6wMlbLC2ISgWMuCs1D/EYZZ6VYxUJaOCSuYSmHics9NIZ0nDDlsDARw6zoAWbjD9ZyJK4i05nM9dLdjFcso79uJ/68K9A51eSp4gz1+AgXllDiaME1cIhTJVdT2PkSWcsrkJiTseasQdZ7EAouvdDSv294fseTjLS5mZ1kwqY2MyAdYIfDhEQPV/nNiF17KLjxA1hKSi50Vd813s11Nu93zmWdzcXKf7SxiccTNB3oJegLk0gkSMRAjkihUsS4tgwxECF0agD13GwElZxjbj+qIRcWuZJwshpjvwunxsL2kUmuKJQy1jxC5ZLZxBMBZMcfw21fiNxWQO94L+FYO4XJ8/jpgSYW+/YwaCzlYGCShHE5y6UjJPRm0oaV9DhHGM63UNn5HD3J6TgnqmlPGUY/AGtz3aQMBhCCSXxxwMsqo4sCk5FSwYsv2IJ+Mpnh/GqyFWH+6E0lP02N67lm6ovHuLrAyIdW3YRMdnqvvBnOAWcXja/+nnuDN7Ik2Ezl0ipGf/p99NYsJIuX0J9TjEELy6xGtCkpF7q27xozgThnOB3vqzmbt4pUKiGtwEpPwyjxUAJBAtGEgB+B6GttKBVSiMVxdY+DRUfyZJDUPDshd4jQuJ8GjQydx4ldJjLuFgkcz2ZPyRZK0WCe9yFc/Zt5ZtOLXCOmkDqnBvHAH5illqHSSEmOWJmtmsMsySG2RApxhLVcre0n32Qibo5RIG0iK+zAaU+mECNajZ1nWuGmolpGlUp+rjWh1PYxJMsiMVKCX96KIzlIq7mTdq+BhngWdwTaeHZ5O/cY8imavRqZdwTM783EaBclopEXRqsYMb1IrWcOQ2MxVsbTsMSjaOsHsNoriOcloU3S4+4WQTWOUpmEyjIT5HOG/zz+o40NgDXVgFwpAzFBf8sYoWAMv16BMt2Aq99N1rJ/uAYbrFq8zgCObic5eWYMUZFRzQDNcbA7grhFPbnjXp4azqRYe4Q+j5aPVW9kJDCJvPM5tLI41dJs2qjg/tHdDKWZWOqJUh0aQu5opyQ6RPfstWjDftqy7yIiTyNXNKM/9QXUoRwWSWbz6/BsMgQ5mrQw6+qP4lmShsoAKxvbOJT9X6xsPUYoKcTSUIw6r5K1/Wq86h4k2eMQ7ZwxNueRv7RMUqZczNrAGurqvotubSGP3b6aT+/upinoY0W8j5f291C8eh6jR7Soy9vQKZKQmURqPX4WmM4t1NIMM7wX+Y92EPgbcrkUlVbFrCW5zLukkKKabJIyzGQtyvmn/aQyCXqLhkgsQUwlQ06cbtcLBL2d/EwmRT1bRmiomDurMqm0q5iTbERV9xPSMpNQrfsmoq2EnORMSiVZ3GIUWCW3EjHmUaZsw6S38kL+9Shrf0vawafp8+YQc8V4KTLJkM6IOXyY1+yZbLQKfMDXzCWOvTymrUbR0EHAncYu30JiGj8loV00OwIMGAdx6bsZLPdRWZWLwT1wXuKGvdsk/G/Ha/OdpW7YT2OGh5+P9pLqG6VgJMiKUJyxkqUMLxpli8qHceIke/Zt5pXydtT2OGbjGLHBYeQDk7ybQ9gzzHCh+Y+eszlX+podjHaPk2mQsLfxKHYxhazrbfR0jWM+pOD3wgBuqY6HV8wjni9D7NzGuN/G1jYXl2SEsecu5lT7ftwWE5snrcz3P82s9gSvXvYFGhr/xBWzLoVxFxsOf5nuvNs4la5gKDKPFMkEMR/Ig3qS0hqQjuejS6QxrG5mTGkgqSuTeGEySep6TLtddPiDzCsSiMmLUEm7ybj6rbmGX2jERIJ4zwSyvDcGoL3AtG/DYy5gQjCze9sTzKm4gp4RB8ohHeXz3ST0SfhO7KTWUExsbJTbShcxZNeQKpcij8YJSwQkSDlxn5wFXz1jrsH3LDNzNjOcjhljc44MdY6x6XdfZNXHvoQ+PkL3AByZjJLpkFKdJMFWGUWWUCDp24/E0wNyDVFlErGBA8hveJgth57jxOg8ZuVmMyp14m9pYFH4BV6s/iob+gdRRZ9FZZhPtL+V/RV3sYR95La+Sp/3E/SpJlnpvI8xk4oGyd1IQ/XUJawULUjGNaSmIXyMSyNJ+AsCFLrXoWxMofy2EUidc6Fle1/wy7/uJy03QUd9J3lpOnYo07i69nH2rPwI90Rl/LQ1yGjSGDdbXKR5gxTZ1xP2tZOQqkmg58PuOB/q7iRhUjGZXYzSHWV9noWsnH+/APm9woyxmeF0zAyjnSMypUDanHxcg26cnn46616gyrILceQV/mDW4H2tHZdbgn/u5+CKe0GqQOoe5SvSuQy7w5xIXs5ttgZK4zJqMtzMWlCAb8l1ZBiiOAtExPjX8eXl4pl9Hd5ED0M+J46QgfZCBf60RnqtlTw15wr2FbuxJl1JdiJAzqCNTpmO6rwiQtl9xNqGECXj6CwH8LrfC+GgLn7E0VF0aiPJqiLq+sykdS+gRhFj7eU3cbVVxeEBH0vmWLg8dw79ymw86rn8YPAUe7ffT63uKC+o9vLBZCV/NKYwMNTGMBHiRw5xaN84nkiMWOIfjb9EVOTbHYNMRGLEeicQ44kLeOczzPD2mOnZnAfqtjxLXNuLUwwh90roVVTSG5vDx2Yp6Y41kxBmU5KqItKwhxcGbFxrbSRcsIDe4WaSnUtxiscYteVhbtmETJqK0dBPayLAeNzAvKRMnM4hRL2M8rqXGNeZaBuoYEHaCZ4o+SSLlYewCcnU7+kmabmF+ng6DkcLCx06yi0tmEIulGseRKJKoDGo3vxmZjg9ogiCgDg8QnvnJCekcib7jiIxSLk5TYVuohVx5Rc4XN/PS8oYC2U9HA1bWdtwAp+/BaM1i+50CYxfQUbqUwyP1+CNJ9DpA8wTnYxbSuk2ZDBLJVCpFvGKZjofFKn8ryijCRm2SBxHk4JEXCBt8cXtzTbTs5nhdPzHe6OdD6rWXUd/8yF8k6/gUuiY6LAyURZE3t5BTAYvBet4yZPG1zw7qVRVMIkJm8NBvrYaW5mO7Q+ImLztLFlVxbYDJ1GJRWRKjFTmxHDHZCjULoIOJz1pnyZg3E+D20v1mJe1ugk0VhtxlCiqkogEdRQY3ZilFrQVuahtOVjTVoJyZhX7uSKKIv3tT2Fs3M2JtIUUzb6Jg2EHxS/9iejCOQy6E3y7e5SvZ+jRDPsoHO/hg3/6LJaPXMeinjYc/lR8lYUkZ19Jx8Fako0HGZnMZqEkxgtqBZmhbk4JCjaPNKOdbGXcXYq9Usnwz2+nJElOovmDPCgU8yn/TlSVH8IgNV1oSWaY4ZyYMTbniXDLfIrLYGvrs8wrE5mV145spJx4T4j8TAdXF1rozv0akYEXSdTXEErUIs8QUKhkrLVq0C/T4nvxKLZlEfKkCk4dOMiQxY5yQMSjzmJWagCZbIKk40tJrupkb1zHwrgdb3+CvQU+ZscS5O5IQazpRamUopzsxrbg7gsty3saMRZB3PxFAkVXgf1WQlvhkKkLuzjIyaVpRMRkUtr2oE/V8XVJEhNNJ/hIp4f4ZAqOYCoPKrK5zT/KS2NSBiQDLArXslxbwkPNk8xJyWedWcqmSAkSxziIydyTGGe8Op0OicDCjRtx+X0Eo1Xc0vMEXY5Gor4+rMpL8BeWUbTvf5Cv/z/Q/mcnapvhvcPMMNp5ond7gr4TXso+HcHSe4xo5kIUKjP+eJzBIQ8ewc/ctj8RnXcHnoCe7vArLMi8DqRyRDFBp+soZk0u8qiHLX09ZE1qkA0MM2oZpFoqoo44SSRGccrmUJ8ZozSeQD7qx9OxC33Z5cRkeorm3oz3xCb01dcgSN968q+LgeaOp8jP3oBCfuHXoOx66SfkFs7jzx4tPT4dlX4PW5NN3Nz+Ow7kfJijLg9XHT0E1bnEjFl0DbawIJggMdSJarYZq0bP0lAZp7JTqXd5SRuSsti+FY2Yy1Asi3DDHP5S8Ayf7thH8od+yAGHj2DvKzzqVxIOC9wY7EdrWkKDrJvc8R6USRbyx/IZzh2lcqAe51VfItfVjip36YWW6p94N4fRprNS3j79M85UcrTNwNdFUZwQBCEP+DGwjKkUA+3AT0RRfOzdqN+F4Cw0+TpTcdfmAHpOk6lTEAQb8CPgMqaCdvYCvxNF8RfnXK8ZY/MOICZAOHvfixOuI1gUSaSpspBJZIRiESZaOnC1DJCxfA56VYTxkW3ITYW4vU2kdg2gWPl1Jlv2Y6lYQzg4xrHAKZZYV0MiBpL3bodVFBMIb0G7d4pttX/A+cIQ9o138me/m1VeL1ppP4+pCxDC45QEZFREB+kbtbDXIlJUkUreLx6lrEjL/oylFKSosVht6Pftpmjj7RxqdnEgUc+lXoHkyWqO1niYJ9WgjUww0hLgYaEXPGmkl0BSYA85k3rS6jbTa8rG6Ffxy7kf476WLzMyZqPzli9Qs/UBHiowMm8yTMHcq8mbO/9CS/Z3LoCxyQM+wNRIzTymctYcEUXxckEQGoBx4AvAJHAT8D/ASlEU97wbdXy3OQtNvgf8LWPnjzm9sXkZyAb+iyljdQlwH3CXKIrnlLHzvftWusjoeD6BNg0Co5B3hcCZMhWLosj+iR0sTZpKDx6KBwkm/GSoqxkND5GqykAlU7B9158QxiMcP/ISH/rxr0g23EUs5sdkW4qQP3VyS8UaAJRqG0vUq6cu8B40NGI8Qax5GHl5+kVhaBrrf0+px0u98gQ/7pjArvQzWy4jZkywXj2OMwC2p5/FHA2TWl7MSoea12odmFMFhIwKiAmY/HFCoQb652ZjkfjYuuvHXLXsRlQ2Gy0VLmwn2zgekpOUm4FHl0fJpme4+ZZrkKfaGHxZy6uiQN4xN/JsJ68WZvMDq5SHnPPIX2LmDwNPU2IdweYy0JaawbycdDaPuVhvM11o6d42r+y8618CT25Y/eCbtYgjoiiOTP89IAhCOfA9QRBSgVnAVaIoHp8u/19BED7DVMqBi97YPNQ+9C963FmYdjY9hDNpohZF8VsAgiD8uy7xUuCboij+LZXB/YIgfBRYwDmmh77w/7PfByTiIiPHRGp/IWLMA0FyZm+hVt8phsL9uKNTGVaHQv0UaMuQCBLc0b+nkqC8eiVjLe2s++QX/r5NJtMinMmKvYeJD7qQXgQLNwMeN7V/+Dpin4XImJLZGi0fDh/kfyp0CAYdwuHtLJkwsWHYivO6TzC4sJrJ/kkE6yyejevYWbEWU3YpS3y9KCbGkYip7IjKcXY2Ul5uQ08L5TX5BMcbOWqK88GbL2VJdx2WhscYueoKvDtepOlxGcf6HQiJCM0fvxZNSgErJXp+GG6id/V8OlzzWS/m8EvJjbSmWWk3L+TYyz/A2vkq9B+50BK+LV7ZeVc20ATsAH41/d00vf2tEGTq3eZjKiXyrYIgGAVBkAiC8AHAAGw/fzV/Z3iofei0ekxvf6v8TZOzbY3uA64TBMEuTLESKGNqOO6cmDE25wGJVCBjxdTfpsJ/v2++toQV1svwRl2IokiGOodQPEgg5qNEP/vv+81btJ7Vd91DclbOO1fxC0wiEEEMx5DaDXy1bwSHYyuieOHWkqh1epJtpWhdozygmEezrARCQ3AkxDP+E2xf/CGecwURn7iXSwZ2Y/R6sPlDDNdv55OBcS490cyzHaP09LpoSJIi78rmKwozqiQDSxdejSwlnRNuPw8lChH724lMjONfuJ4n1l5FTsjHwYUFxHKfw1duxqWyYuvxYUyyoGztoF+uYu6Lm+gYfYrm+gMsUfhoD7hZ6dFhUBkoKyrh569kcaBxPyTee+txpns0W5hqwSuYml9RTP/ePF3+pgiCUAZ8AjgsiqIXWAukAS4gzNRw0g2iKJ483/dwPpnu0ZxRj+nys+I0mpwNNwMTwAhTOW22Ap8XRfGVs76JNzBjbM4TWaslrP6lBJny30sqlyiwq9Jo8NYxHB6gO9DGUKgXf8zHgYmd/7Rv1WXvpcSCbx3PkJtYIAxyKd8tzECnKwYu3IsykPATNkkxFedwicZKiV7HqYz5PGjrI0uWxtyBca6dr6H/mmWw+QmM+YtwqzSYlq6gZMKFPL8EPQFiEz0Yel7BsSDGL4Ii8q7XSApZcD1/jLS6EzzrFbjaYeO+5mbaxDB3xWCVuJ9Qu5MR7RJGivNZ1f8Mj2ZV8nxSguc23EnVUCvY0ynXZJKVuhLDa0f55M4OZh38BnMtKhTaTDKT/sCR5j3w8BXQvh0czTDaeMH0fIssAXL515a3DMifLj8TKwVB8AmCEGSqJ9MF3CJMDQP8gqnsliuZGjr7GfC4IAgLzmvtzz9vRw84gyZv4frfnL7OemAu8HngXkEQ3phg7ax57w3wX6RIZALqtzAStMiyii5fG87oGDExRmeglTR15jtXwYuMzd3H8YyGGd7n5IbVS0k3evEn3Iiq9DPOd73T+OM+Ju017Blx4U3sQ6U0cVXPC/xf8mXMHzrMSEyFcyKIdmCSPuscUp55lNGNH2LY68VTtRyZ101NRIlh1QeZbH2ILf2jqAOd/ET9AT7ZMYRF0JCebkOqdpMV6GTWsQOw6jqE9Nmo46VcJvPy9NA2SgZLUBRcghCVkWGZS4q7h0lfG5lxJ4FEJl6XkWevm8XdPa8iCzpoq/sgnqoT1OZfzc1Zebx4MIX8QSmHB2PcqBTQ2i+Mnm+RAiAKnC5YXGS6fN8Zjj3MlPdVDBgWRTEMIAjCauBGIPV18xcnBEFYzNTL86bzV/3zztvRA86gydkw7cH3JWChKIqHpzefEgShAvga8OLZnuv1zPRsLhAnXUep9xylN9BJf7AbtVRLjuZNxuAuVmLhqc9Z4mzswRKIk9PQQE1JmPQsE0hkaNXZSC6gg0OyMhXJS2nM3foghccUWLJLUZoDfDP2JL55JcR1w+S8+CwmWyHekmJG5S621W/H0HickiNHkDhradn7KIfHWhkpWkmSYoya/jHWSWo5pBKxLkgjnmpGyF6Ix/B1nJY8CsIxFtY+RHv7GH5dDsuVaUQUVQR8c1jZ1kCDY5DdShMJXz6TC1ajWTqXjqwVHBbSaKpV0NBzBYUVA1TGkqi0pSHt8TCLJJ6QqamekCJtufeC6fkW6WBqmOh0KKbLz0RQFMUOURR73vBS1U5/vzFWUxy42Cc/344ecGZNzoa/6fbGYYa3pduMsblAqGUawmKEKBHSldnMMVZf6CqdO917oHvvWe0aHxvn8JAX6Y4fUlrg4rcnDuJsfBZUJlAZ39l6vgmxRJwDVQ00VNRgXmnHZbShDRSSMG9E5RgnKWkh8cuvp//AU9h2bWfP7NXkKzUkB0fQXnI1KclF2DZWkZytoWtsBKc0yvVf/iyPGm2sESXo5TrGfbU4x47TsOM3FKhv4Ic+OWNxMwck8xgKZuIeS/BqqJl7F0ipS7azjhj/ven3LC9YjiIe4aWJMGOyx7jCeYr0pBxqi+TszV3Prk/8mgXHH+G33k6Gw3msn7ATz/NSq55LwzMPT7njX9zsZ2qoJ/aG7TGgc7r8rXIAGAMeFgRhniAI+YIgfIGpNSbPvZ3Kvgu8E3oAIAhCliAIlUz1jgDKBEGoFATBMv27GWgDfi0IwhJBEHIFQbgDuJO3oduMsblApKuyEacbXPMsiy5wbd4mhWuh8JLTFo36XQB0B8Js7xujbmCQTp+OeN6d3BqzM2AV+ZW3icBFMKld5+iiWT3AuCFCo7+Rh+sOcyCex6vqpdg2dXH08A6a+nvIN5rRp6fwwc0vsjMzjQZJIfuf+D5RxQaWLbyKldkLyZbJuaPrIVRSKXcUFvPblGR0iy6j1ZfLAzva2LS6mKjRy0ejnfTKyli95ffMav0NMXkTl+5+mjseeRIjPtqKcxi+rIY+/TacSQY+1LaLLz61iRtjHfRVr2RJVw/bD7xG7ldW0e1NoTxJx1DSbuTybextSWJCv5rfUcZPX33kos6fM+3evI6pFnuEKU+yCFOLMNedhfvzvyCK4gRw6fTPLcBJ4EPA3aIoPnk+6v1OMe3efEY9ztL9+Ux8D6gDHpr+vWn691UAoijGmJqr6QaeYcoj7ivAd4CfnOtFZxZ1XiDiiTjHJveTqy0iWfX+zU9/7/G/8rl5VzPR70C9Ywu16Xp8rggrVy3lUwf/hD3JjCwAX0gtQl+25oLWNRxx85UDPSxs2c1LWZXMigxTGdChzStA/OMfUDnakc/WM97qJedz30b6++/QcPNXqTm5D11hCZKMbCaSMjjibCKreRfzynPpjEqQuGzIlywnq6eDpu5WuvUFFGX3Yew1MzQyym8UqdygOk71aC/35G5gVm8jWRIrDcIwWX19BINyFKKM7PKb+X2SlP8NNzNSuxPn8g3Ed+9ieVEhh9Oy0DHACkmIQxEDI3kbmLtvN0mmRrYW3EJuTz2V5StIyFowmueC8p2L0PB2FnWe4zqb9y1vY53NRceMg8AFQiqRUmNdfqGr8c7hHgS1mc/Nu5o+TwB7MM54QQWlsQD3JsvQiQra/B5m2dOJJYYQTWUXusb0D+7hE6ZkhuMavppsYkvLHgY7ZMgjg6jUHYyuXMaSwWFISyK/ZjbH9pWjOPQMgaWrsBbOIlI7iLn7i1iX/5AdT/4Zu1VBiyqN9q4X+WChGa/czWS/nAdKw1xyJMBEXiZ325x8WG7j/3yzWescJSZz8eeMBXzW1UVX+gqMhhMIfhP7TRKuyYlTs3MTjZU3UrRQjVKXy2ve46TaqjniDfER7WX4Qn0s1NQxMmomZJrLy4VVpIUO0JWuo9Lfg/fAQ4QqnRw71sXlH/38hZb8X5g2LPv495Pf/zFMG5b3hR4zw2gzvD0SMWg+zTDu4HHwDBIIx9nR00/vUAfKUIRJcy6f0g1zatt3uSRrNncWr2KOeh6vjbS9+3V/AwW5V6K0JZh3500MOR6hYPXdmG5bQV3GYmxiNktKSogaDKjL07n/yWf5Y/Ealt75JTJMVoSWpwkll6LU5VMd6mdF3nx6FOlsKL+GtKpFWAxmumMdxOwhft28kzXqMP/d8j/83iuibjvCl3y9FFTUMCFXYI2HyBofoyDYSuaYhqWeNu5ybUcfr2fxomJ8Bj/JqVW0i0omMjIRkjX82FRHTpmC4b567mkKUVSjoDz+G2ztg9SqV0PQSJNnH50BC50jAntn5wDQE3izeeYZZjg/zBibGc6KeDRC54HTRPeQyKB0I7j7/nl72VUgSBgYcNDi8TDoGEJelok8OcGDzQrGjdexun0U51AnLaERrpq74t25kTchM30Rp34pIvXVcF+7A9/EIHdNDrG7opS28U6krb38LG8NodIacjLy0aQn448O8HXFjfxC7+BnBbcTdRrJu/kqDhVcQo9ewRXzPsA3nCpeZT0L56/ALR5En2Gi3W3BFHUzHNjN2LATVaCbT06c5IsvPswTRWvwj1citVVi0SXzuHYt+U9vpichcigeICrtZVwIctuG9WzpPsCgOpuO7bsIr9jId279DLF4jMnUeSxdWoVVriBDUsBPR0r4pelWjkWHmCvr5vlnv8dA/2FcrroLLfsM/wHMzNnMcE4Mt7eiNVvQKo1ItHI6tz5F6tLLkSshtOlHPJZ9O4n2Dj5SFOVUXRcNhekkiUUMax2sSpnF6KlasoNBMq65Hq9jhLDfR1JuwZtf+F2itd1Jy+Q+MrqOsU+i44BQxDJLMR/SBzh5YCtLP/MVADpe6aDZFUTtbcI8eoLsS+/GGxokb5YZTDk0HW2gr7mVdR+5Hac/TFvjj1EdPcxJ89U8q0riUwE/WkcHjxeUku3rwqXJRCuoKNY56PHoOOhP4triUVS+OWyZ7OQa0cZlFhnHZ8Up0pegHRDBN0Ys1IxQfCWBWgfPFqu5zqJC0fg80sku6m1XkdU1xIihiy3YuKa7DSFbTYdKiTI5naU5C9BoziUCyumZSZ42w+mYMTYzvCkB1yQqvYGO/bvQ5hQjVbYTdSfx0ol6yvRmnOER8rPnsq1ziBWmQQLtYQakSrJMVgYzNFQN+ejq7kRWczkPdJziG1YNojuB3mjBViNHHhA57krClpFOUsyFSm9EpTdc6NvmZLeLl489TVa2jVn7xumzDlCsv4PuwQewla/g13EV83UWJvrizE2Xs6EmH6lMTjQURB510X34YVRmI/4BN0dSruUDVfl0vPppjvRHKequ54VVd2NzyylQBkh77kWevuwz1ERqadDP446xNvblKKjqH+ZQWEuOsp1kxVKsggdt7jqaJEpM7Z9HU/4D1LEIalUjoS41R3Nms0uQ8r1yE6qu1+h2uXlsMkiNoZgWlQG7PZnBxn3M8dSRbFlDyZoV9LiPMbq9HWFZGotTTu9V+FaYMTYznI4ZB4EZ/i3BSIB9h55HK2Qyrh3Fd2iAZJsTTdol6LJGkKiqqOsMofC2k6lWIrXMoU9dT1zqZ7u5AMmhETL1YxhK9XwvPsFavZ3H4jq+cIUKQ0JGZGiEWF4Nkskm+vodBGQZZBujBCMTmBXWC3rvKYo9FKaoEe0p7FshR9cv4YFCkdWV17I3bmdZQkZRfyOjo7XMufxTSGVy6r0BXNE4R9wC6+ffg93fQb3UzxZkhLceQZJxLdulcZaolpJgFqXCCB1+F761C7la5qY2MEnQ38bWDD3eoRAyUw5hiYLk7cfJ++YS2pt7CB38KyPz1DQtvYU092ukbO7EvnY+f8xLQdV6nGWhIINDt/CzuMDagV6SchdwYMxPdd0L/H7WTdyUZiJHEiASqafuJ8N4k3sprFpAQGUGIJaIIpO8N/MhzXDxMjNnM8O/JRBwIut3MjrYRrRfgzeiQz6QSuMhH5XuPAa9LSxXhggMupDINBzocpE0MsKQroJLOh7hFn03kfQKtqPhU/0OrtGOkWYX+PSOQVxdXYz1JfHYQy8wcLiRsUN7kextY19zJ/3jx9+8cu8wBvN8shtWYH6plHs6nmetJYgh2sCpxBAVEbCPa/i/hIWVN60hiMjjJ/t4fniCvMZ6xga6KdXpUQqFnOyp5RH/Jq4psDDar+MTyPlDWgUr+1qxBV2Y9Ra8nnQ8Ehmdlrn4DDnkxFJwKTX8NpxBjbcZ56W38fNgHFcgSCB9PocN6SxNu5Tu+46T+9FPoYzEkIsx7ElS5sWVDKe5GQkEKL3yJkjRUl5sJS3vBlamJPBuP8LTL3vYl5iFrMhAfDJBS2SYvS4noiiy7cQTBDyuCy3/DO8zZozNDGdkLDzCsU0v4UHDyMQwRXoV1Zkm+r1ulne8gqGsmrL8CjShSbQSCSXCAAsGDiNsWEB73E1pkoqesjXIBya4UT4Xixigzz/OmqZNfDygZcQ3l99YBMosNvwaFW7DYjrSZGjG4xDX0ON0XdD7V2tSqbo1nXi1hOfmXc3BnR2kDo1wTW8bHYk4XYF6/tCxH6umiOHgUSpSVXw5Lw2lXM5HXAcYq3scFFLmFC2i3ltGl9fDXKmMA+N9ZHYcZGywlqZJN+2OEZ4vLyUojNKnVLJ0rI9woIklCT9mfweaETiklzJ7cBcHRiVYjj5K2WQtNtcY0W9dhmPcRGxgNteklOIvXsRhjwKzYTPflB4mN9iCPTLEKy1DNOvaibpeoT9dz3M113IgS8WxpF72FOp5KljJi61SNu3bQuDoOJ3HDvDqC3WMh0cv6DOY4f3DjLGZ4bTEImEmj3aS4zPhXVBOcvVstG0H8I64OWHLpS9cguf4KXp3HUEVN5BQ2RHj6TTYKlgbSbCOGD8r/QqTgo6dVimNgb14FRriLjMnSm7BLozSKN9GtjzKeIoWu8pMRlI9uZpUjHEYPeJl32t76GsZYXK8/4LpoDBIWJ5+jLStB9Ao7NRq81B09ZC1xYBTrmcky85Np9rxxdIJhBsI7/89D1hsFNLP5liYUZXIH0f91Ld1Iv9zI38eP8R40INLoeevq27CWz6HAft8vrbrr5SPHuVH+w+jtFho6Evm64Yirt39Rx4uKObj2k42ZF9KVuEYvg3VbE5U0/Q/X6Q4nkpD2zair32WX+z5BZWtj7IoVEeKJIVw3hL6AiEONo7xuYU1zLcnIRtW88HGo9xVNsSqdgmVPTuoSopxS7GOW8Y309VvozFpNnavibi2n0jEf8G0n+H9xYyxmeG0HBnr4oTSgz9Hx8KWJi63LmEkaEId1RIbDTExb5y+xBiGnFwazWPohT4KyioYTAxyaLKQPsLIx1vodSgYSk/n2/q5RIJaGrUBApJ2VEonwikftDegLiripFzO44Mm/igEwNeBRi7jlD+LcGSS1w730eyuZ+/4NgJhP+FQ5F3VQmWtIV1fDbcvZZ5+mGPeGJX5PyIhSHgiksfn9f1UdGrZ59Gy/dkuaqJBAmu+S7e6GK1MxjyJn1fyRB5M6sKZauegMY87FHGuOPQ8W+VxOlUq4mk2+jSVHJEF2KcK4i7QUWC2sO2qTzBvcgebQ7PxB8YIRyQM2sIUuN0cT12A5vG9dI+PM5a7jv+XYeNV1QKGP/JROk7tYXRfNtbilVyiEfnDb5q4r16PRVnMwZt+TnvnQuS7/kSG1Mh4vwq5IomCFR+jPTnG7XYNTZrjyOo2s/VH9zIxcOGM/QzvH2aMzQynZXF6KW3bt/Fjz2G22HQ8u91DdLaFjJI0PrOmnOI51xGPa1BqdRijpST73TzeN0GyzAiBQ1wRl5PRcoSmoT9zZWMfvx9vplujo02XTlJrG619PQhV61gYSVB4Yg9j2hSkGjt6g47oRBfu3BTukBdxeKKRucWppAasxJod1Lcfoq2v813VQqrRoF84n4pIGc4dFip0k4wVX8kKXZzcZAnjR7fROLaH61LS0H/1E1hCAUaHIsw3l3KosZnl9hXcmaJDmV1DUdjOl4QGDpTN5fkl17Ckd5LFEhXqhhEm924jOgHrNj3L1QdfZal6gsKAhEblcry2JBSihuRgEpmTZdwheJCUFiO96VpSqzLoU/QSrVrNx7KyqP/l75Hqs5E1f5/+hz6DOzWP/NgBZDUWzBOdCAe3sCx8iLTZKziqv5yMmJ/OznpONE9yQ/wgyolnyZRV4Up2YFKX46s1v6t6vxUEQXhYEARx+hMTBKFXEITfCYJgnS6vEARhkyAI44IgeAVBeF4QhKwLXe93krPQ5OuCIOwVBMEzvU/Oac6RLQjCXwRBGBEEISAIwo7pFAPnzIyxmeFfEUWcr2wlp6qUW4cSVHlFXgkNo44t5uiWPbzwYhP20U5WTTzOQbkS+axKotYQT0R8FOvmg72CnyhKieSs5evKEC1yBVFzJuWKAUomPahrbmTL/CtIC4/yQmY5w/pcri4w0ZSdwWzXME/Nv5E9wQTmlB+S0Mro6BtmfP/zjI8qGd50goqi0nddEmt+JhmZJpSzBF6tvBu/0kJZ68OYg21UBq9F0ipn+MFvsXB0H76OF+gZ2EWFQUJH/ZMoXv0Uln0mFgZbEfsH2eOR8X1PnFu9IrWCmyWiwHDNGkpWbmTHvBJ6s9ciX7mOlU45TxVUcLh8MS/0DPGLYydIWrqYfL0Ko6+WO3MTpO38Bdfmz6FgxXoiEQ9q4yi3/+B7VFdcSlXeQmyaUlJTrNhu3ciK33ybqporsOXESBl7jUdMIr+QZ4K9lLhExuHYIPGsXIJVGyH2BPqSbIoSKQRH4xd1EE9gL5AK5ACfBq4DHhEEIQXYyVTGyeXAUqY8cLcLgqC6MFV91zitJtNlSqZy0nz/dAcKgqABtgFmpgJyzgN6gF2CICSfa4VmXJ9n+FcEgcGwm5pAgP15l/NLk4RrZkd5RtLEvHVLye8fpkOeChmXUBw5hq1ujJ5cK9f2D2Isk5E2cIDvdG/mZzVfZemBUTwpBxnq1JC5biN3L83GoVdg6qxjR1oR8zuOMJ4/l4yWB/hL8Q0cP9XO3UI3oZwqnnEtYu3Ybu43XsYqSx6O1NmEPGEGmhvIKC1/VyWRSASQCJSEOvl9YC4lYVDMvZmJgTb+tKSI0tgQveHPMF8QsSa72WfTMbHpBSYlK5mf+hfuTUvmxLCao1oNpoiGL9c+iF7hZHbRjeQ+/S2+PedqsuMC97y2lZjTCeNmHrj041w/2Yd7XwspxjR+V1DEruP1fPzQNlIVUYyKLOzLv4LruefxNLVg/98v8mpLkJtqQDTYsFx2Pd+TxTEdOMTatkY6ZhdwSj1JsteBJz6HK597niPXfJEJd5Scsk6ullrRpSxDevinjKtsyLoHMJr/gF+9iqgfFO9c7M6/k7LrxL8EnhxZVflmli7yuuRoA4IglDMV2fgGQAV8WBTFKIAgCLczZXxuAh4+/3dwfnluw+X/osfGVzadjeU/rSaCIKhFUfwWgCAIS89w7GKgEFj+t3MIgnA3cA3wcaaiP79lZozNDKelqPJS4k4vKaZd/L9xAyO2dHwTRdRKNawUffiGxyhLK2BAakeT7WcyNIacBJ8akvG15Ctw+ZL47uwqPLd9GN9kH8JYgBKLktaHHuaRpdlcrZeQN3yI3bocvLEwG9wZtJ8YJqNgIQcVMVK9MCro+b3yWj7c08hzVjt5u35GbNU9dIx5SM8LIyhPl8TwncXQ56a6ZSsnZ61kyNvIkUENX0ufZLzhWRqSUxlNL+IrjjI+c+QRDpT/N48Oh/mYOguVJEJukhubZhhvyxj13iSq5UksdvcSDEn45EATvuor6aucw8mMDFYF/MSONtIy2sdaZRTLZZdxuUqK9M/PYVkUpsFUxeWYGfv+N8n/xrWMLS9CVKSQTTOfeeEZVukyWd/zNHlZZUjzc9hmDLPqTy9jcrgZS6gxnmxHYsxgZcdhJJJJwkPLiUle4sF2KZW+VaSEXTTPUhP0m1maK6DQvfO5xlJ2nchmKhVAHlPh9BVAV8quE+tGVlX2voVTBfnHqE2Uf84JE2IqKdhyLnJj89yGy0+rx3MbLl+38ZVNb0UP+IcmZ/PO/1uvL/S3DaIoxgVBiDCl2zkxM4w2w2l53H+U/f42hMBydsYkeCf6sEQbuLS/DV3bEZZUaPmoX0tyWg6SSQed4XFqzC5ebvkw7Y4XOWFL4iunGvmGYGKRK47O7aWedvwVyVzZ3YTRFWSdzchKm4EPTPaTpslgvdXLZZoIxYKH0OAeLg86+HjrIYYChVTMlVP14U9wfLiORChGfOLCRKII3FSMN+8KciwpFLaPcZ3Mzquj2/ilcT7/ZVTwSLiQH88uR593BZdJ67hufB/fCVcR//Pj1IyGWNLUgzW1GsGsZLvJjiMyiDg2wi9WXMuTHSfpsqgpFFVoPCGqi7PYkF3B80suYX9C4EC/h3FzK7vTiljrL+JXg6288n8/pFVbTsbRBto+dht+ZxNLCsrQ28E5ex3L4g6U7aOENbnsW7QM965jHEjKpfnGjYQmemjt7yZuk7HU5CPS5ySRsBIbvp/DPY1498XxHLoKS4r+Hdd1ukezhakWvALQTX8XAJuny98UQRDKgE8wlRZ5+/R5vicIgkoQBB3wM6bee2nn/SbOI9M9mjPqMV1+VrxeE1EUvWdxyCHABfxMEASDIAhKQRC+AaTwNnSbMTYz/CuiyG0mA666g0wERoj4RLbH01kmKyAUktE2L5mfd/Vzz+gAGXot0ZRiVtpLOBCL0bPip2TGZFwaNHLzwCAfDp5iVNrE3LVrUU3ISfQ9S39SGT8x5fFQ0IhfNUFXehnZK5ZwQpDxoEJDMDSBKMsiZsxk55JlxC/NozSSzm5nkBXxCYy+OmRp+RdEmlX2jXznEhuxxBCTkTEMoa3kTSZz5UAUYUjK+kiEInsycnucQF+UZCHA/Lp9VFelkwgN8H3bCqyDh7npqZfwiTL2eWbx/9bexo+OHuV2o52l9f246pv4v9QiBj0g736QtGOvkvvlr2Ctr6VaX8iOkTJ+prRTffAprhfCvLz/OOGULoIb19Hf6eRAn4fegJ9UUwJd3QEWT9Rjt9nZM28pno2XMqf7BCV//COzqiaZ19eBelzBpp2nOLT0arL6t6FMdtFX5sSVayYp+fCbi3J+WALk8q8tbxmQP11+JlYKguATBCEINDCV4fIWURSbgVuZyjDpByaZarUf519THl9svB094AyanM2FRVEcBzYyNcflYkq7hcArvA3dZozNDP9CaHSAWMzHq+FxvGP97JLJWCg00efvpyzLxIRlOdfPWkSxOsrozkcoVaqQ+WLoA8k8IU1niyKZZ/2ncKeU0q+0sihhxtF0EnFQxm9Sb6PDZOayjBQGx08QH1Qyz2TiL+2nCMYshF1Rfi0z0y+TIHgiuKXjZKW7GAp0si4nBXfFXD6vKyboDlwQbSQBJ9KWV0gOurB/4Af8VbGCaELA4u9gpGEPT3c1sWXMRcRpo0mcT9kVd+MRFYxpCih+YSsf2vEKJ41mkMm56vBebtryF75w6mkiLzxEZ38zfosBX0EG//P8A1x97P/hdiiIBMx85vPfoXKgi4DWwI//+hA18RM4V38If/1WTMoMtrUupSFtOQMLl5Petp12lZ6Xm08x5FSRfcetrG04znzHMC7lMNZ4jOGKSvzz78AoSGidvYrkqitIHegn1TtGZfHXmJt1CT0eI1W5Ve+WtAVMDXmdjgj/SGF8Og4DlUApoBZFca0oil0Aoig+PR2nLRVIEkXxTiCTqdTKFzNvRw/4N5qcDaIo7hJFsRiwAnZRFK8AbLwN3WbmbGb4F1r/9ByKe1aiXXMjKbU7uNUyC0/mShz+SQKadPSOcVp9h4iGJCwN1hLoPo5J0HBQloerw8OpmJ3rbGUcjPowS+oZySrHMDxOsTHIN60SBI8ayUADuUo9HkcbDqnIQHCMu4I+XBU1ZE+m0Huolc1ZIVxqE82TMjyCgeebjnBrQTXz+mt57elHKF+wkMzZle+uOIk4Mnc3ikw5nYfuw52egUVuJVleSmt2CpKIlZNjI2zU+wkqxmhqjeCes4KR/SeQXHUrBZ3HUB3aT2PxLMonOzm0cSOzX92CUJ1JTlIqu6VK5liMiDmZ+EaGufe6D3PHvhe598DLEPUSzlpI0lVZNMkKCTe8ht/VRtacBdxbWcqnM41kb9tCm0HGwvoniHvnIV2egscVYEzSzdaU9fiDy+hck8FSoxGttQThKxYMD93H4ZwSrncNcjgvhaT9X6dduI6SWWbqrMOUBNrJ0RS+08p2MDVMdDoU0+VnIiiK4r9NzCOKogNAEIRLgGTgNEmYLirejh5wFpqcDaIoTgIIglDMlFfaR871XDPGZoZ/ov3IAY4VrKV8Uye2LDtJs64k4e8lrAyQ6RyltnOEkKggOuSnSKPkQOoGXsxXsLS9nXHRQL5CzhWDJ8hRxOlJNROQVbG/PkKl00UiSc/2gTGMPhcSn5OCgiQ6RRWNWiNVsVEGRkewDe9DoVXgiIU5Ykrh4+44A96T2CU6nKP9DIwOQkSLR5Hg/7d33+FxVQfex79netFoRjOaGfVuq9lykatsYxsDxmCagVCCQ9oCm8KWJBtSNrtpT7Yl2X032Td52U2AQBxCiOkY44p7t1xUbPUujaQp0vQZ3fcPCccBO2uKLAefz/PMM5p7bj2PND/dc8891+/pIjNahkZ/GXuxWtxw87+wOBphb+Pv+FtDK9s39+CcMYM3uxws73qFvvxVaMqcDB74KZXFlbQYZlPa30jY28Erq25izaEXaFi7HF2DgbbTnSxsaEVr0jOUUYhehKm311BWXIHeEOEva09jqXKzJWMphcFeygIjBDyjZOr3sa9kBs+551FOLf+nR8U+v4WazCCW8rU0dilk7XmcV/UraDgxwE5dCY/0NlAeeRl34V9jr55H654Arb1nSXnoUdbrWtgZLyUQt9PcrmUkTcs1kST5znKyDJfltpQ9jDf1lPDH30sJxv+b3vN+ViqEePv6jY/xZqEfA08rirL9g+zsZTAp9QEwcZ+RnT+cHVUIIWxAh6IowxPzfBI4C/QCc4B/B97iD92n3zPZjCadEx9LUj/az7yc07TFO/B1+PGkmdA5LCyOd7A9HmHe0AZazOnMLqhkMK2YzIiR7LiVSnsm1+m1JIOnSJ1moDfFyKMBPYYeNaZ0F6aFaylNKjhCqXh9SaaNNRPqCZE0TsOKjnJVNjttxTyaLCJqqCI6v5z7Y35eEGEynj3GtCEV1wWNHE/XcldqKqVmGxnZblTayz86saKMMeTdgcJhlIFcNPPzSHfuZ35rI9ebXCx/81V+0/AqyxIRWmw3MUMTJrB+PUXNpxhIibKrZiarBsNEz/Zzz65NGM1atPY0nk+1cu3xM0R6emjrasB90yfQM8ywfi5ajYdn7XHO9NmoLcxll345brtC2UgD0ZYdRGaU8OCBr/CcuZQt/j6eajmDNtpOW8RPR5HC0koXe6pX0JCxliffOsrjOxr4bWgDuuJMRgY2sYcxTofgsNdCv9rI+vBmCkwzyVOVo1NNfq+/ie7NNzL+H3sMGJ14PwvceAndny+mGngdqAO+Dvwz8MkPur+TbaJ780Xr4xK7P1/Md4BjwC8nPr868fnW8+YpAZ4DGoAfAb8GblYUJfl+NyqfZyOdc3S4h8buLtY5i9m5ZyPpI2NsTOoJFmSyOnCYH6rmMT3fhdU7zJzu05jdKxjxnGKrGe4LaQlkVdAaO0CVzoW77qecnP8Yh7uCLNRBZlSHIT5CU1kp6W9sZnTGLGoTarotw7QkBX89nIJe6eb7GSXcuWMTicWrWeIJ4k0XqBre4Gy6heaUTDw5iyjubeKLebPQFSmYzZe/o0Bj22m87a9wqC7B/KoCNh+t49qx6zlb4yDH00txsJsj3q3oshdiVM0jkwFquwZo6Wmjut2Dqiofk3UW5Ye+yJbAXA4UV/OYboCf6W0ssikkBzTEz5ygZN0tHKwf4tScaqwqE55TW/j6nev5jxf/g+OqOJ9buQzLaBOWkTAbTNewVBNlzDWL3roXyWvoJK3iAWIZ0BWKsk+nJlXbx2Kln8BYN0tqG7CfPYCoXsXjKfM5qHXwdxYn8bHXWNrnpbVyBc7staToNAjx3ro9f5Dn2bzP+2w+sj7AfTZXHNmMJp3TM+DD6Q3RqR/jzREb65J7+KR5Pl1dr+OJZTDXHeXVvggron4266I4hnaxQp1g/mg/9ZpiFvft4hWrhYJBHUei11GnzWHA0MUMoQWli6FQJz1DNlpLi9iv11KpNrIKGx5VKwmVh5bCUmynhplekct0q4IlFmRD3ExRbj71bYIHgyF+7DhLp8lDikWD1jw1o44kRlIoyHqQImUDXYfsLMusxL7YTbt/gJAri4GAl636e7jXMoil6TmaTvQQqVjNncpuessWUnzqVxwaPUXQsoTCliacC1bzpL6A23//c9LdQxy0zMddXMqR536D/e6lOPpqWdgR5q1lq9j9n/+FJRHhi/kZBE8NcDyrAMXQh7LjIB2r7ua+4VpMiXY8n/wag6ebeD5h5HM6P4fU/dQPVvAx/wJ2Zv+Oln4XdW2z+MXsar5y9jXa8z+FLT2fsrKvg0ZH0ZTU7LkznN0Tr6veRLB8JOpDho10jjruR9vXwpZwNksrq3hcVck3ywqwHEgSTlh4RJ/PNdp26AlyOjJCIrMSbVsn+ZpcOq15NKbpuE1vY2S0ia6sIha11uEL9pOSmcsLajW3jCaZ3t1AQNFSZjbw/FiUlbvrKCst4Ae2TF4OQKZlmM5QAEvrabb4NRQssFFT9jCBhj62+44R7VKTZtCi1fuAqQmbooIMepp76fNOw2xVUdRxgO0FCocUF/NiAuvJAD8ceYzn560nzVGKe2GUSLCeUf0KFA9EOjLJ1HpIPd2P55YFqJrfYsvKT7OisJij/Tn8ZvU6lmvipI1EMFicpKaX4FL3Y3IoDD78EAVHfsZgzgqWdTRTEncQ8O2gYk4ePfFGDg2pcBoewvtmD6es3XwrocXS9Rr3LX2IjTo9B90jfGx4Mf9dlsL92UG+vWwVhd47+ezrRiJzwqC52DVpSfpg5DUbCYBEIoqu7hApxQXM8x+lpm8DKZ49bDvcQENaLvszptHnO0G1YxqhEStVSjZHRmCnNQtXWi766BB7PN0k+rvoLamg3uAhVRllqGgBbVi43qrjP7NnoTF66Sq1Ysq3crO3h54SBx/X2/i2t5uGoS52pzhAn0VaVjGn8gspDiq0hvyYml4gNAr3WFXcnlsB9sIpqyujRY/RNUZPzzFcaRls0eQyJ38VC2ylrPY2MWa18I/VXyF1Xz/zPEdpUVvJ2LYf46uvYfLVMaAW+O1pePILGJuRz/45S/nphifxmgTDt9zEZ449SYHvAF6ViWhfAcLkILbQxBJNA+uO/gOuwUwah46zxWok0vxrqmI6DqYVc8qUhWbvNKaVO5hmOIjL2crAmTAtSRudpw4SHvEx8+AwzuFXKJ/hIV5wA5nJFmxlFqr/RsPsrMm/eVO6esmwkQAIDQ8TTbPhcydwKSYOMpsa9Uyqh/rwDETYPxRiW+9hLA4HWqsWp38TeTl2rIV2TkXDGBOCz/f7mDHSybyj27hGFKAeC2MMD3FbXIs7oiHHnMZPCu7khdF8Wk53UZyXSrEpztHCHNIMeajCYYotIe6cMx9NKIk7LY1jQS+617fgNmWRbU9HH44xr0sH+qn9YszKKuLuz/898estVCx2M7j5J9w+tJ/ZS2o4WinIUoeJFpppzA2hZOvRTithoCCXhNbH2Vnl6Lq8nLz1PixDRuaN+ui51kWysoJtoSS7i25iU7iQuDbJd016TJ46vjWYx+lQgJOlt6NKb2WWJ04stoc2gw2lbRMz06dzp06QqGmgsXMzKWkh0tUCZ+5ucmfNJnfXMF/eso3aYz+nf3ox6Xo3xhnFpDnnTmk9SlcP2YwmAZDqykRvz6G7ZZCKijLCJ44RyMhD722jqFvL36kjFBeupuHZ5zhSUEzz9E/j1rmp9w2isaTjQqA1Z/JzVZDK6DBrxgyMaAtoDEc5GOxhzF3EX1n1/EzvZXXIzN6wmnBvN29qLBQPdSFCzfiNOqaFjDQkm2kK+VhVXY3Hq8HtMlBbe4id7X1kth1i9Veum+rqOifHlE+GtZ49upUcrDvEtp4WpqfHMHlH0OxpZ/nXH+ObO/qZ09tAzG0jGRujs3wmR9Iq+eyLz+KPjuJxZZBdns2ixGZahqejL4aV3YJta+/m6797ihWlGehvW4HuSITDRZUs1x7husMv0nv9Euz9r5K27uc81bSdwc5qvrvAwK+iLroHbbR7ctFnNeE40oFziZb9/hpspTnoVFqmKUMUWiunuvqkq4gMGwmA/b5RyvILsOyLoo/2UJVTzImOfRzUOTGWZFMSi1HX10pblpsBIcgL6ilq2U9OeAwnCTabrBiD7VxfUkJAk4O5z48v3sW9RXPp8bQz0t/LrvRCGlsizA30cf/iWWzxF/CsDx7KSKVQB38VVLF4TOHa0T5GM2fQ/eKTpFetobvlGEb9LL6z2EckMB9dunmqq+sctVBzXDvMTMMc3B09/CKWz4ipmH9o3URUifLrLi09ZjeH776R7IajdKhL6AprWd6ylYE7ljLSGiDNZsKbvphXtg+QPdZN63Xf5zc9e9D0DeL2jfDVjAdZ8fQvsYX2oy5YQNQ3zMkH1uLrXIR6doS8vT/hxgWfxFaZTrDOxNDpfvJmeVFFw+g6m1A6OhgcspN9vZ3RZ7+HafG3CPcE4X31F5Ok90d2fZYA2HC2lby+booyHWSWlNNyeD8nXniZf1t9N4mRPtbHO5k/qLChuIJ5vW1UnWmivmYJOxSFdl+Q+zQh2oWNGwxW9P4unrHE6BYmvqrOp2WsnZS5C6nbuYMGnQtTqpXS5lN05eUyoDFQo1YoMQbYPpigNDObV7uD/KVdS92Zegr1MQZz83lmIIJDP8jPkg2I2/5jqqvrj4wk/HS/+SY7RIg+9TwKapsxV7xGXsBBKOJAvPIW0Xm5jFU/TF7qGfobPRxPxDmQ6WR+ag7LT/+CY5pV7My24jzeQtvSpXzJd4YdWj0zdvyW5qq/5wvBH7DLaiZiXEDCaSF1uI0UjR33CPiOH2Z79T3Ms7XiVEWwdRZzSPMcufG5jAXqMZWtINx2hsyySjJKZ0Ba/qTWxwfp+ix9dMmwkQBoDwxg7Qxjrchj2+k+NPEwHnGavSETVUNR8hJqcrQ57GcUty6IatRDqdFGXXCI8EiQgEHPcVsBDo2Z9ToDp2KCZ2N1PKrW8UJijDNaKw+4RylNLUfTFuJxVZyHvV6GBs6SX3Yzv7fEcNX9lmBKGP2gDVv+dGoHurgpP5U3tel4Btv58rLbsaW+72c3Tap4PIgnFkX7q09QG0oSWfRVlvh28cauMQqiXvpvvYHj/RbWBn6OJVSBOdFJfbGZhMeByejC7shne982huJW8rIchMLdmNWzSY838tpQJvdev4QNu/bxee0mLO5yRtqimNesJT7aikPrIlT7LGm+VF6z6+jo+hRfWnaMY7scBHRPscylQ7X2x6i0xstSFzJspAuRYSMBsKu7jsxoI0farMT9IbxaF8uLxggeb+R4WhanOn9DpHAdbm0E60gLK6mgd+AEJst0rIkxXrOYqU+zog+qUClxVpDKTtUwa0U/G3TlOKKN3DQQwDKzgkBTN/6mDkruuo5Q0wAetZkbZxYz3NHEsw3bWGvK53eFM7iu8RgDlWrKDdm07jhOW1UO981aS7oxdaqr66Ke/vx3GLkuBUM4SGpzkMLqcmKN++lYVs7o/zQwfOO1lNR3E8po5/fxBXzcO0pdrgWRokIfC7BbX8ha32n22S0kNPCllBS27zrL0qpenO0BzpZ8DDEWZYfRzn0jXrI1e9mTMgsSXSws+zg9O3/E2fg6ZkbdFN3rQokMo0rJBO3lG9JHho10IbI3mgTAsuwKNgwk0anr2SLq6Y8dpPfIAY5FRkkLhknLvoc1fhVVWzZhq4+jvPEye1NzGTBmc9iZz3yzjc+0DaAPh6mOJtkebWVeihlPyEmVEqUmt4INjhJeOFRPZVEhKZlhnm9vobuvDbeI858na2lsr8didLKlx4fpeCdN6gCnnqpja/cZyoqX88n0G67YoEmMJdneeZKP/cs3KZ25ijuKK0h09JBZVYXap2LgoJ7MpVlUD+ylwlJPicXGmAWGM2eweuh/WGEPYB5R8WWLH1VXA7drG8E6hzrzbFZdfx+GYID+stVMP/XPuDpe5qtqE6/pTLTo0knZvJ1lxV8Cs4t4yUrm5Ofjur4YYbSiSiu8rEEjSRcjw0Y659GZyxEZOQynzGRmWjmqZIKgKRNVpA9XJIzamsr+aSvpFxoO5mewtnuAPEZZ1Oynz2QgYUqi6Vdxe/0xvpFno6RnL/7QIJkd25m25Rc4+jtJYCBloIHsZCdV9hSm6Rx0JgRZimBLWj6HU4t4sqIG1/RRrFEd6dfMZtmWbaQvKCelwD7VVXRRgvEhXXRmFZVBLSpnBjP/9l5q3zxMsNCNs28/DaEMXjW58KWMktjfzjq9jUCwltMp93NkKIvywLNsaz9Khl6HRsmie6CdaVtfIK3lv2msHSW5ZSHdsZvJLqnmVNzDHQWZqIsepHTd/ZiDW0kz66iatYa8mmwsOVfHn7YQ4gkhhDLxSggh2oUQPxNCOCbKvyGE2CWECEzMU3CR9XxZCNEmhIgKIY4LIVZf1gO5Clwdv5HS/8obGaVz8CAtsQw+p1V4M6yiS59BlTqMMxxnYTiGqD3KCqOTApsDszsTxZyKbTjGPzuNGGM6+tUprHL0siXbztDhJxExB1ZvEw6NmUybi+ucZgx2HQ+LTH5pXc2meDYHS4shTVCcNcSR0TbC5hCvLC5lp3EOJwrSeCscpuuWlQTGwgjNlfvrqlapWJk7EwBHeQFtr+0k70wHCwtrmHvDesyrK5imT2X2qTY0qfPo1c4m5vOSmTGIKRbA1bCHE0UPcbNnD77SZfi6h8nvHWP02rvZV1JIw623svCLYayVYU6klZFr7SDpFkx3OUh2tkPuAgBUKg1CXLn1NEl2Mf68mgLgUeBO/jA6sR54CfjuxRYWQnxxovxbjD8D5nXgJSHErEnb46uQvGYjAdAf9PFsdw9HPS3cVlDAYvTs3n0SHNmUuawkew/zYsJDubKI09oI2aYoLYOpLNn2AntuvZ9FGh1+xYeu+wRpGifauBptWy0/nDWP/xt6maasT/DLuJG7BoJ43SFGm0+TYrKTQoLTGhfrVNPYmNVLV+sR7iadZnOQO5Y9hDkygmKIY3C6p7qK3reRk2dJntiK8dZP8+vnjzCQ1UG++iijqlJKhlPp8nRSPifJSHsHw7EynrEliAgH00Ih7jXXM6toDdGzm0nRmNBogBVfI+w9hSZtOlrtldes+EGu2Wzc3/+ugSfvWOS+6JeUEOIJIEdRlOvOm/YNxkc2TlEUJTwxbSnjoVSoKErbefMKoBN4SlGUr583fR/QpCjK+vdzHNK7yftsJADcZhsrnF6CYSddEcGvG08z26imxTCALpzgjaSRgnAO3mQHs/JnsEnbzRz1CIdWLGFkpIOoK85Ic5RFKgdPmMzEbU4eKAKEjedU5WT7RikcOcBzjnzWB2MUzbmF7rw29uxuJGJw87qxg96xIUYdJfTh5M6CWQROqLGvunKbzi6VvqCIhCMHvUXHp+6eTnT7c9TOvJvCI8cJdmWzcM4woQ5owElpSPCYr4b+2zNYe+YJdgs3PcMKqcU1UHIrqJKg0WF0zZvqw/rQbdzfnw9sAooYH05fB7Rs3N9/4x2L3O3vYVVhxlttLuX7rQDIntju+TYx/jhp6UMiw0Y658WuXrpbOog5svl+7ATNsz9L22CQ1qGz5AbGyNVEecJVzeJoiHXdfZh8oxx1lXDt2UbSU9ZQOE/NkW3fZX1sBj+0LKV1JMJ91hac1jJsfRH0BsFQIMaP7G5W+psoG5zJ6pJcOuONKGa40V+OzzGMIaMM4dSTV/HRaA7SWdToLBPdjs0O9Gt/xAKA/MWk+kLoRtREm7cz77a/w3NoiNhAB+kHdsOd32RuYhSTJoVodBCNTg2op/BIJs/EGc0m/vCwsLdHBC0BXt+4v7/yT53hvE0IUQF8HjigKMrIJWw6c+K97x3T+84rkz4EMmwkAAIdHaw4E+Rph5sv971O79LP8NL+zbgtlTjHMtEb24j530KVNQ1bTzv/T5vD3emDLNOH2JWXh85zGK0+jzXZn2E40M5n+1uwnOlkY246a/p2oLP0Yiq5mayxLm6P2GjV6fhpaz/52hDprVFu0TmwVzTS0KIwMLqRI50VfHZpzVRXy6TT20xgqsT2idmg1pGzOoscsoBFAJg0KePz6dOnbicvjyVAIe/+TtIAxRPlFxtmf4UQYpTxJNYDW4GHP4R9+rN8bsyVSoaNBIDWZKJLdHOLNsa2iluoGfWwXF3KLKeNoXicF7vMRDPWUN3XxRaTlR6TjqW9e3lVdzOKPcH13T2k/34rKfEoZ1cuocWnpq7Uhius0Fc5jQOJGwn6fcwWeRzV6Vls0PEVxz464hnce/ts2j1pPON/k88tnsap6EFyc8qnukouH92VM/zOFCoB4oyHxTvFJsovFjYHgAcZf2Ryr6Io0few3d6J9wzgzHnTM3j32Y70AciwkQAwpqdTmOLkiVGBVhehV1NCW2wrqUkjzow07rLMoKntVQwuHeHhFnzGa9mVci2lg63EMix05i7m+dRCVnRvpn9sPh0LzBztaecRhqjybKEjrsHlbWFmfhuWDgehaTdT60tjsc1BMjBM8miEzywvJ6hqp3r6QwghfzWvMk38oensnXQT5RcTVhTlT5X/KW1AD+OPYH7rvOk38hF4YNmVRP5FSwAkFYV/s1lZ7shl8Ne/Yu4KDbGCGmaYLLy0v4mTyQiDBQv4y/4BlprN3G4f4YxjBj3bBPHUDN5oG+Ifxloxpev5mmaUO1q2Md84jxeNYI6XUxSt5yVzOtfkV+NMK+XUsJ1Ap48TNicxXAzNDrDJ00A8OcpfZ4Puo3lpQrq4PUALf7hm87YE0DxR/p4JIfIA+8R6ASqEEDagQ1GUYUVRFCHEvwI/EEI0AAcZP0uqZvzaj/QhkWEjAaAWApfZzonhURwra0hp7kSr6uNktIuy8uV096pRFA0dWS4qLKkc1fsoadyJvVjLyukrsUabeb5jiAU5Bm5uaWWR0UCosIm5uukMtw9idBTziDXK44lZfGnrD2is+RtaUzIoevV57F/4K4ozbdSoarAbUtCp5a/l1eaORW5l4/7+G3l3b7Rm4MZL6RxwEd9hPDze9urE+6eAJwAURfl3IYQO+B7gBhqA2xRFOfo+tyldgLzPRjrnF10eDg4HuDbu4YgqhSVdTahMetLcBurGYrQePkleSiFzUqfT66+l3hJmNG02dyX1dKhi/DACs5IavuYqoLFvM0nDMD/x9PO9xfdQ+ebX6Cn/MTs87STCJ1m48Gaatr1Gxc0PUuRM4aSnDa1aQ5ldDqn15+5y3mcj/fmQYSOds9cb4KRvI8amVNo1JhYO+1CHYngsNlpScinXp5NjivNfgRHuGq3HoCokWJqBAR+px09wTBMhs6cQ/ewgLXVJvEV2Mjr30uMw8fEFn2bb0SdYEMthiy/BzHQzW0NQlOvk4YXzp/rQpQ+RHIhTupCPxo0M0gd2oPcM3T1nEMNL0LbMoWwoQG1CjYhFcCVDlA4MofUc45Xeeqo7TpEYPobFnoTuCLof/Rc9/iieYDqG/N0c7BvAW66wWG9g5k1LsZiu454jZ7HqV9EU8lGclkqqyshfjCUQxuGpPnRJki4DGTYSAAszp7NszIW9r40l63SgFmSM+OjPKSVgzWOvZYR/s5u5N/IGzdPKmLt0PW1WM6dHItTdMI/KqI80k0JSXUVG7gyUgV7Mbc0YdwyTf2AzXw36Gegb5aB+Jr+NhXBVxshavoiHquR4h5J0NZBXYqVzdiW6eck9wnB/Mz1KEkOuk0WKm+eC/dyUUck3own2VTzKNfv2UydCWHoclMSTvGRQ0TsGiYwMVF1qeuNJvuyYzT/19DGkNfCF1bPZ1LKHYpUe62gxN6SeYqhLR+68xVN9yJIkXSbyzEY6Z2Gpm4954+z2h/C6jaSlOPgFfrKMCic7j/Ftfy3D3gD1tkw2RpfhN6WhNDRzU6qB6Rk6ro/5qdKEuSVjkONtEe46/DKPTLcTVcew5kynsEDNrAWL2dqSwYyyz6LRWKb6kCVJukxkBwHpHH/cy9n+s0QGBZ1hF5mePs6m1OHwu9gXa2LMqsduLqe8IUH2cifZihpze5z++AAZ6ZmM+c7yUlE5rzd1sjyZYEl3B6XZdr5BD860G7Cfbceqq+Keu2zyrvmPMNlBQLoQ2YwmnWPVpuHsV/h2wMhN7rfYe7KD4xXzWZOq54vpS2ny9KCKRQmWumjvUNg3doSSxh6c19xJ4oAfT9YhXmnSwKiBW4pSeTq2EJ+pj1Cbkbn2duamvUX6bWum+jAlSZoCshlN+iP51Qv5iSPJtKiBrCVVrLU6ye3/KfUaP6Kzm+7cZhRvM7rQCe4syEJfqEZ1yEuX/w2G2i1UmwRf63+DQNNGii1R/tVrZ43LwjXGCOnuPOg7OdWHKEnSFJDNaNJFeWJx/qfDwx0ne9ju6KE6lkd3ejN+xU92/1JwtVN2rBZ/3u34lR0cafQza2YOqqgDq7ceVaGBvZFs/qLYBTkfveevSBcmm9GkC5HNaNJFOXVaHivJ4sxxNyOpUQ7tqKVi1hgZg1qUriFq976MZ0EJq7M9WJILiRpOMt2eizGjklT7KryBJj6DHpLxqT4USZKmmDyzkf5Xw/UKgYQHmyVMm7eb4oLZvO71U6OC0Ik2TGYrilJIzgodQiNH0LzayTMb6UJk2EiS9KGSYSNdiOwgIEmSJE06GTaSJEnSpJNhI0mSJE06GTaSJEnSpJNhI0mSJE06GTaSJEnSpJNhI0mSJE06GTaSJEnSpJNhI0mSJE06GTaSJEnSpLusw9UIIaKA57JtUJKkqeBUFEU/1TshXVkua9hIkiRJVyfZjCZJkiRNOhk2kiRJ0qSTYXOVEkI8IYRouEjZY0IIZeLnAiGEMvG6+wLzzj2vfMUFyg1CCL8QYkwIkX+B8vPXrwghIkKIeiHEd4QQpvPmWyqEeFIIUTexrh0f4PAlSbrMZNhIl2oU+PgFpj8AjPyJ5W4DUgFxkeXf9vfAYmAN8ALwDeDx88qvBWqA40DLJe6zJElXCBk20qXaCKwRQqS9PUEIoQLunSi7mAeAfsZD4oE/MV+Toij7FUXZrijK14AngfuFEI6J8u8pijJNUZT7gaYPcBySJE0BGTbSpdoM+IHzm9JWAenAby+0gBAiHVgNOhWE0gAAAlxJREFU/AZ4CigXQsy9xO0dnngvAlAUZex97LMkSVcIGTbSpUoAz/LHTWEfBzYBQxdZ5l5ACzwDbACSwPpL3F7hxHv3e95TSZKuODJspPfiGWCZECJPCGEE1k1Mu5gHgDOKohxSFKUP2ArcK4RQX2BelRBCI4SwCCHuAB4B9iiK0vNhH4QkSZefDBvpkimKsp/xi/P3AbdOTH7pQvMKIUqAhfxxGD0NZADXXWCRZ4A4EAB+D+wC7v9QdlySpCmnmeodkKZMArjQGQYT05MXKXuG8eazduD3iqKEhRAXmu/t5rLXhBC2iZ+3AZGJsjfeMf83GL8uFAHaFEUZvYRjkCTpz4QMm6uXB3ALIYTy7jGLsoCBiyz3DPAtoBK48U+s/+1rO4cuUHa7EMKsKErwvGktiqIcvsC8kiR9BMhmtKvXTsDCO5q0hBA64KaJ8ndRFOUM8HPGm7q2XWgeIUQNUAz8E7DyHa/PA2bgjg/jICRJ+vMgz2yuXpsZD5TfCiG+x/h9ME7gUcAFfP9iCyqK8sj/su4HgBjwr4qiDJ9fIIR4C3iM8aa0py91Z4UQTmD5xEc3oBNC3DXxeaeiKHI0cUm6gsmwuUopijImhLgZ+EfgC0AO46ME7AKWKopy6v2sVwihBT4GvPTOoDlvu08BjwkhMt7DqiuB594x7e3PK4Ed72N3JUm6TOQjBiRJkqRJJ6/ZSJIkSZNOho0kSZI06WTYSJIkSZNOho0kSZI06WTYSJIkSZNOho0kSZI06WTYSJIkSZNOho0kSZI06WTYSJIkSZNOho0kSZI06f4/5z2MEMLNM1UAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 320x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## update patient ID\n",
    "adata.obs[\"patient\"] = adata.obs[\"sample\"]\n",
    "adata.obs[\"patient\"].replace(\n",
    "    {\n",
    "        \"CK166\": \"P1\",\n",
    "        \"CK170\": \"P4\",\n",
    "        \"CK174\": \"P2\",\n",
    "        \"CK171\": \"P2\",\n",
    "        \"CK169\": \"P3\",\n",
    "        \"CK168\": \"P3\",\n",
    "        \"CK173\": \"P3\",\n",
    "        \"CK167\": \"P5\",\n",
    "        \"CK353\": \"P17\",\n",
    "        \"CK381\": \"P17\",\n",
    "        \"CK336\": \"P6\",\n",
    "        \"CK337\": \"P7\",\n",
    "        \"CK338\": \"P8\",\n",
    "        \"CK339\": \"P2\",\n",
    "        \"CK340\": \"P9\",\n",
    "        \"CK341\": \"P10\",\n",
    "        \"CK380\": \"P11\",\n",
    "        \"CK343\": \"P9\",\n",
    "        \"CK354\": \"P9\",\n",
    "        \"CK344\": \"P12\",\n",
    "        \"CK385\": \"P12\",\n",
    "        \"CK386\": \"P13\",\n",
    "        \"CK346\": \"P14\",\n",
    "        \"CK387\": \"P14\",\n",
    "        \"CK388\": \"P18\",\n",
    "        \"CK389\": \"P19\",\n",
    "        \"CK355\": \"P16\",\n",
    "        \"CK349\": \"P16\",\n",
    "        \"CK382\": \"P16\",\n",
    "        \"CK336\": \"P6\",\n",
    "        \"CK350\": \"P15\",\n",
    "        \"CK390\": \"P15\",\n",
    "        \"CK351\": \"P9\",\n",
    "        \"CK383\": \"P9\",\n",
    "        \"CK352\": \"P15\",\n",
    "        \"CK391\": \"P15\",\n",
    "    },\n",
    "    inplace=True,\n",
    ")\n",
    "\n",
    "sc.pl.umap(adata, color=\"patient\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "377fa630-9edd-43a0-b7b3-02a196e042d8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "... storing 'region' as categorical\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 320x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## update region ID\n",
    "adata.obs[\"region\"] = adata.obs[\"sample\"]\n",
    "adata.obs[\"region\"].replace(\n",
    "    {\n",
    "        \"CK166\": \"control\",\n",
    "        \"CK170\": \"FZ/GT\",\n",
    "        \"CK174\": \"IZ/BZ\",\n",
    "        \"CK171\": \"RZ/BZ\",\n",
    "        \"CK169\": \"IZ\",\n",
    "        \"CK168\": \"RZ/BZ\",\n",
    "        \"CK173\": \"RZ\",\n",
    "        \"CK167\": \"RZ/FZ\",\n",
    "        \"CK353\": \"control\",\n",
    "        \"CK381\": \"control\",\n",
    "        \"CK336\": \"RZ\",\n",
    "        \"CK337\": \"control\",\n",
    "        \"CK338\": \"control\",\n",
    "        \"CK339\": \"RZ/GT\",\n",
    "        \"CK340\": \"RZ\",\n",
    "        \"CK341\": \"IZ\",\n",
    "        \"CK380\": \"RZ\",\n",
    "        \"CK343\": \"GT/IZ\",\n",
    "        \"CK354\": \"GT/IZ\",\n",
    "        \"CK344\": \"RZ/BZ\",\n",
    "        \"CK385\": \"RZ/BZ\",\n",
    "        \"CK386\": \"GT/IZ\",\n",
    "        \"CK346\": \"FZ\",\n",
    "        \"CK387\": \"FZ\",\n",
    "        \"CK388\": \"FZ\",\n",
    "        \"CK389\": \"FZ/GT\",\n",
    "        \"CK355\": \"IZ\",\n",
    "        \"CK349\": \"IZ\",\n",
    "        \"CK382\": \"IZ\",\n",
    "        \"CK336\": \"RZ\",\n",
    "        \"CK350\": \"GT/IZ\",\n",
    "        \"CK390\": \"GT/IZ\",\n",
    "        \"CK351\": \"GT/IZ\",\n",
    "        \"CK383\": \"GT/IZ\",\n",
    "        \"CK352\": \"IZ\",\n",
    "        \"CK391\": \"IZ\",\n",
    "    },\n",
    "    inplace=True,\n",
    ")\n",
    "\n",
    "sc.pl.umap(adata, color=\"region\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "21616fc6-a1db-428a-ba52-ac38b4728374",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "... storing 'patient_region' as categorical\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 320x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## update patient_region ID\n",
    "adata.obs[\"patient_region\"] = adata.obs[\"sample\"]\n",
    "adata.obs[\"patient_region\"].replace(\n",
    "    {\n",
    "        \"CK166\": \"control_P1\",\n",
    "        \"CK170\": \"FZ/GT_P4\",\n",
    "        \"CK174\": \"IZ/BZ_P2\",\n",
    "        \"CK171\": \"RZ/BZ_P2\",\n",
    "        \"CK169\": \"IZ_P3\",\n",
    "        \"CK168\": \"RZ/BZ_P3\",\n",
    "        \"CK173\": \"RZ_P3\",\n",
    "        \"CK167\": \"RZ/FZ_P5\",\n",
    "        \"CK353\": \"control_P17\",\n",
    "        \"CK381\": \"control_P17\",\n",
    "        \"CK336\": \"RZ_P6\",\n",
    "        \"CK337\": \"control_P7\",\n",
    "        \"CK338\": \"control_P7\",\n",
    "        \"CK339\": \"RZ/GT_P2\",\n",
    "        \"CK340\": \"RZ_P9\",\n",
    "        \"CK341\": \"IZ_P10\",\n",
    "        \"CK380\": \"RZ_P11\",\n",
    "        \"CK343\": \"GT/IZ_P9\",\n",
    "        \"CK354\": \"GT/IZ_P9\",\n",
    "        \"CK344\": \"RZ/BZ_P12\",\n",
    "        \"CK385\": \"RZ/BZ_P12\",\n",
    "        \"CK386\": \"GT/IZ_P13\",\n",
    "        \"CK346\": \"FZ_P14\",\n",
    "        \"CK387\": \"FZ_P14\",\n",
    "        \"CK388\": \"FZ_P18\",\n",
    "        \"CK389\": \"FZ/GT_P19\",\n",
    "        \"CK355\": \"IZ_P16\",\n",
    "        \"CK349\": \"IZ_P16\",\n",
    "        \"CK382\": \"IZ_P16\",\n",
    "        \"CK336\": \"RZ_P6\",\n",
    "        \"CK350\": \"GT/IZ_P15\",\n",
    "        \"CK390\": \"GT/IZ_P15\",\n",
    "        \"CK351\": \"GT/IZ_P9_rep2\",\n",
    "        \"CK383\": \"GT/IZ_P9_rep2\",\n",
    "        \"CK352\": \"IZ_P15\",\n",
    "        \"CK391\": \"IZ_P15\",\n",
    "    },\n",
    "    inplace=True,\n",
    ")\n",
    "\n",
    "sc.pl.umap(adata, color=\"patient_region\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "bd509c26-514a-410d-b819-3a81dc9336f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "... storing 'group' as categorical\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 320x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## update group ID\n",
    "adata.obs[\"group\"] = adata.obs[\"sample\"]\n",
    "adata.obs[\"group\"].replace(\n",
    "    {\n",
    "        \"CK166\": \"group_1\",\n",
    "        \"CK170\": \"group_3\",\n",
    "        \"CK174\": \"group_2\",\n",
    "        \"CK171\": \"group_1\",\n",
    "        \"CK169\": \"group_2\",\n",
    "        \"CK168\": \"group_1\",\n",
    "        \"CK173\": \"group_1\",\n",
    "        \"CK167\": \"group_1\",\n",
    "        \"CK353\": \"group_1\",\n",
    "        \"CK381\": \"group_1\",\n",
    "        \"CK336\": \"group_1\",\n",
    "        \"CK337\": \"group_1\",\n",
    "        \"CK338\": \"group_1\",\n",
    "        \"CK339\": \"group_1\",\n",
    "        \"CK340\": \"group_1\",\n",
    "        \"CK341\": \"group_2\",\n",
    "        \"CK380\": \"group_1\",\n",
    "        \"CK343\": \"group_2\",\n",
    "        \"CK354\": \"group_2\",\n",
    "        \"CK344\": \"group_1\",\n",
    "        \"CK385\": \"group_1\",\n",
    "        \"CK386\": \"group_2\",\n",
    "        \"CK346\": \"group_3\",\n",
    "        \"CK387\": \"group_3\",\n",
    "        \"CK388\": \"group_3\",\n",
    "        \"CK389\": \"group_3\",\n",
    "        \"CK355\": \"group_2\",\n",
    "        \"CK349\": \"group_2\",\n",
    "        \"CK382\": \"group_2\",\n",
    "        \"CK336\": \"group_1\",\n",
    "        \"CK350\": \"group_2\",\n",
    "        \"CK390\": \"group_2\",\n",
    "        \"CK351\": \"group_2\",\n",
    "        \"CK383\": \"group_2\",\n",
    "        \"CK352\": \"group_2\",\n",
    "        \"CK391\": \"group_2\",\n",
    "    },\n",
    "    inplace=True,\n",
    ")\n",
    "\n",
    "sc.pl.umap(adata, color=\"group\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6b5aebc0-f12e-4f6c-b7f7-baaa8e7e80d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "## cell metadata\n",
    "# https://github.com/chanzuckerberg/single-cell-curation/blob/main/schema/2.0.0/schema.md#obs-cell-metadata\n",
    "\n",
    "# assay_ontology_term_id\n",
    "# EFO:0030007 -> scATAC\n",
    "\n",
    "adata.obs[\"assay_ontology_term_id\"] = \"EFO:0030007\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d8153f78-4243-4c70-a2f7-509277e5ff66",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "... storing 'assay_ontology_term_id' as categorical\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 320x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# cell_type_ontology_term_id\n",
    "sc.pl.umap(adata, color=\"cell_type_original\")\n",
    "\n",
    "adata.obs[\"cell_type_ontology_term_id\"] = adata.obs[\"cell_type_original\"]\n",
    "adata.obs[\"cell_type_ontology_term_id\"].replace(\n",
    "    {\n",
    "        \"Cardiomyocyte\": \"CL:0000513\",\n",
    "        \"Endothelial\": \"CL:0010008\",\n",
    "        \"Fibroblast\": \"CL:0002548\",\n",
    "        \"Lymphoid\": \"CL:0000838\",\n",
    "        \"Myeloid\": \"CL:0001082\",\n",
    "        \"Neuronal\": \"CL:0000006\",\n",
    "        \"Pericyte\": \"CL:0000669\",\n",
    "        \"vSMCs\": \"CL:0000514\",\n",
    "    },\n",
    "    inplace=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2cd1c583-b50f-47e3-b556-698b53e49a61",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "... storing 'cell_type_ontology_term_id' as categorical\n",
      "... storing 'development_stage_ontology_term_id' as categorical\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 320x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# development_stage_ontology_term_id\n",
    "adata.obs[\"development_stage_ontology_term_id\"] = adata.obs[\"sample\"]\n",
    "adata.obs[\"development_stage_ontology_term_id\"].replace(\n",
    "    {\n",
    "        \"CK166\": \"HsapDv:0000138\",\n",
    "        \"CK170\": \"HsapDv:0000168\",\n",
    "        \"CK174\": \"HsapDv:0000138\",\n",
    "        \"CK171\": \"HsapDv:0000138\",\n",
    "        \"CK169\": \"HsapDv:0000151\",\n",
    "        \"CK168\": \"HsapDv:0000151\",\n",
    "        \"CK173\": \"HsapDv:0000151\",\n",
    "        \"CK167\": \"HsapDv:0000157\",\n",
    "        \"CK353\": \"HsapDv:0000155\",\n",
    "        \"CK381\": \"HsapDv:0000155\",\n",
    "        \"CK336\": \"HsapDv:0000141\",\n",
    "        \"CK337\": \"HsapDv:0000149\",\n",
    "        \"CK338\": \"HsapDv:0000138\",\n",
    "        \"CK339\": \"HsapDv:0000138\",\n",
    "        \"CK340\": \"HsapDv:0000146\",\n",
    "        \"CK341\": \"HsapDv:0000132\",\n",
    "        \"CK380\": \"HsapDv:0000154\",\n",
    "        \"CK343\": \"HsapDv:0000146\",\n",
    "        \"CK354\": \"HsapDv:0000146\",\n",
    "        \"CK344\": \"HsapDv:0000134\",\n",
    "        \"CK385\": \"HsapDv:0000134\",\n",
    "        \"CK386\": \"HsapDv:0000145\",\n",
    "        \"CK346\": \"HsapDv:0000153\",\n",
    "        \"CK387\": \"HsapDv:0000153\",\n",
    "        \"CK388\": \"HsapDv:0000158\",\n",
    "        \"CK389\": \"HsapDv:0000152\",\n",
    "        \"CK355\": \"HsapDv:0000160\",\n",
    "        \"CK349\": \"HsapDv:0000157\",\n",
    "        \"CK382\": \"HsapDv:0000157\",\n",
    "        \"CK336\": \"HsapDv:0000141\",\n",
    "        \"CK350\": \"HsapDv:0000137\",\n",
    "        \"CK390\": \"HsapDv:0000137\",\n",
    "        \"CK351\": \"HsapDv:0000146\",\n",
    "        \"CK383\": \"HsapDv:0000146\",\n",
    "        \"CK352\": \"HsapDv:0000137\",\n",
    "        \"CK391\": \"HsapDv:0000137\",\n",
    "    },\n",
    "    inplace=True,\n",
    ")\n",
    "\n",
    "sc.pl.umap(adata, color=\"development_stage_ontology_term_id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9c60a885-2997-41f0-8717-84fef79fb649",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "... storing 'disease_ontology_term_id' as categorical\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 320x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# disease_ontology_term_id\n",
    "adata.obs[\"disease_ontology_term_id\"] = adata.obs[\"sample\"]\n",
    "adata.obs[\"disease_ontology_term_id\"].replace(\n",
    "    {\n",
    "        \"CK166\": \"PATO:0000461\",\n",
    "        \"CK170\": \"MONDO:0005068\",\n",
    "        \"CK174\": \"MONDO:0005068\",\n",
    "        \"CK171\": \"MONDO:0005068\",\n",
    "        \"CK169\": \"MONDO:0005068\",\n",
    "        \"CK168\": \"MONDO:0005068\",\n",
    "        \"CK173\": \"MONDO:0005068\",\n",
    "        \"CK167\": \"MONDO:0005068\",\n",
    "        \"CK353\": \"PATO:0000461\",\n",
    "        \"CK381\": \"PATO:0000461\",\n",
    "        \"CK336\": \"MONDO:0005068\",\n",
    "        \"CK337\": \"PATO:0000461\",\n",
    "        \"CK338\": \"PATO:0000461\",\n",
    "        \"CK339\": \"MONDO:0005068\",\n",
    "        \"CK340\": \"MONDO:0005068\",\n",
    "        \"CK341\": \"MONDO:0005068\",\n",
    "        \"CK380\": \"MONDO:0005068\",\n",
    "        \"CK343\": \"MONDO:0005068\",\n",
    "        \"CK354\": \"MONDO:0005068\",\n",
    "        \"CK344\": \"MONDO:0005068\",\n",
    "        \"CK385\": \"MONDO:0005068\",\n",
    "        \"CK386\": \"MONDO:0005068\",\n",
    "        \"CK346\": \"MONDO:0005068\",\n",
    "        \"CK387\": \"MONDO:0005068\",\n",
    "        \"CK388\": \"MONDO:0005068\",\n",
    "        \"CK389\": \"MONDO:0005068\",\n",
    "        \"CK355\": \"MONDO:0005068\",\n",
    "        \"CK349\": \"MONDO:0005068\",\n",
    "        \"CK382\": \"MONDO:0005068\",\n",
    "        \"CK336\": \"MONDO:0005068\",\n",
    "        \"CK350\": \"MONDO:0005068\",\n",
    "        \"CK390\": \"MONDO:0005068\",\n",
    "        \"CK351\": \"MONDO:0005068\",\n",
    "        \"CK383\": \"MONDO:0005068\",\n",
    "        \"CK352\": \"MONDO:0005068\",\n",
    "        \"CK391\": \"MONDO:0005068\",\n",
    "    },\n",
    "    inplace=True,\n",
    ")\n",
    "\n",
    "sc.pl.umap(adata, color=\"disease_ontology_term_id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "739245a1-1347-452f-b52a-66c3e562d397",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ethnicity_ontology_term_id\n",
    "# assume all patients from Europe\n",
    "# https://www.ebi.ac.uk/ols/ontologies/hancestro/terms?iri=http%3A%2F%2Fpurl.obolibrary.org%2Fobo%2FHANCESTRO_0031&viewMode=All&siblings=false\n",
    "adata.obs[\"ethnicity_ontology_term_id\"] = \"HANCESTRO:0005\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b57ec398-1819-4d3a-8ddf-4d4310f28d6e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# is_primary_data\n",
    "adata.obs[\"is_primary_data\"] = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3a7a224f-c060-40e8-b21c-430e5806a2a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# organism_ontology_term_id\n",
    "adata.obs[\"organism_ontology_term_id\"] = \"NCBITaxon:9606\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3acb4a6e-a3e5-4c67-9b2b-2a0103c36733",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "... storing 'ethnicity_ontology_term_id' as categorical\n",
      "... storing 'organism_ontology_term_id' as categorical\n",
      "... storing 'sex_ontology_term_id' as categorical\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 320x320 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sex_ontology_term_id\n",
    "# PATO:0000383 -> male\n",
    "# PATO:0000384 -> female\n",
    "adata.obs[\"sex_ontology_term_id\"] = adata.obs[\"sample\"]\n",
    "adata.obs[\"sex_ontology_term_id\"].replace(\n",
    "    {\n",
    "        \"CK166\": \"PATO:0000383\",\n",
    "        \"CK170\": \"PATO:0000383\",\n",
    "        \"CK174\": \"PATO:0000383\",\n",
    "        \"CK171\": \"PATO:0000383\",\n",
    "        \"CK169\": \"PATO:0000383\",\n",
    "        \"CK168\": \"PATO:0000383\",\n",
    "        \"CK173\": \"PATO:0000383\",\n",
    "        \"CK167\": \"PATO:0000383\",\n",
    "        \"CK353\": \"PATO:0000383\",\n",
    "        \"CK381\": \"PATO:0000383\",\n",
    "        \"CK336\": \"PATO:0000383\",\n",
    "        \"CK337\": \"PATO:0000384\",\n",
    "        \"CK338\": \"PATO:0000383\",\n",
    "        \"CK339\": \"PATO:0000383\",\n",
    "        \"CK340\": \"PATO:0000384\",\n",
    "        \"CK341\": \"PATO:0000383\",\n",
    "        \"CK380\": \"PATO:0000384\",\n",
    "        \"CK343\": \"PATO:0000384\",\n",
    "        \"CK354\": \"PATO:0000384\",\n",
    "        \"CK344\": \"PATO:0000383\",\n",
    "        \"CK385\": \"PATO:0000383\",\n",
    "        \"CK386\": \"PATO:0000383\",\n",
    "        \"CK346\": \"PATO:0000383\",\n",
    "        \"CK387\": \"PATO:0000383\",\n",
    "        \"CK388\": \"PATO:0000384\",\n",
    "        \"CK389\": \"PATO:0000383\",\n",
    "        \"CK355\": \"PATO:0000383\",\n",
    "        \"CK349\": \"PATO:0000383\",\n",
    "        \"CK382\": \"PATO:0000383\",\n",
    "        \"CK336\": \"PATO:0000383\",\n",
    "        \"CK350\": \"PATO:0000384\",\n",
    "        \"CK390\": \"PATO:0000384\",\n",
    "        \"CK351\": \"PATO:0000384\",\n",
    "        \"CK383\": \"PATO:0000384\",\n",
    "        \"CK352\": \"PATO:0000384\",\n",
    "        \"CK391\": \"PATO:0000384\",\n",
    "    },\n",
    "    inplace=True,\n",
    ")\n",
    "\n",
    "sc.pl.umap(adata, color=\"sex_ontology_term_id\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "db7dd607-a7e9-4872-b1e5-ee0497f4e511",
   "metadata": {},
   "outputs": [],
   "source": [
    "# tissue_ontology_term_id\n",
    "adata.obs[\"tissue_ontology_term_id\"] = \"UBERON:0002084\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "2b3978b0-48c3-400a-b028-6063bb9bd5c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>n_counts</th>\n",
       "      <th>n_genes</th>\n",
       "      <th>sample</th>\n",
       "      <th>cell_type_original</th>\n",
       "      <th>patient</th>\n",
       "      <th>region</th>\n",
       "      <th>patient_region</th>\n",
       "      <th>group</th>\n",
       "      <th>assay_ontology_term_id</th>\n",
       "      <th>cell_type_ontology_term_id</th>\n",
       "      <th>development_stage_ontology_term_id</th>\n",
       "      <th>disease_ontology_term_id</th>\n",
       "      <th>ethnicity_ontology_term_id</th>\n",
       "      <th>is_primary_data</th>\n",
       "      <th>organism_ontology_term_id</th>\n",
       "      <th>sex_ontology_term_id</th>\n",
       "      <th>tissue_ontology_term_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CK171#AGGCGTCCACCATTCC-1</th>\n",
       "      <td>10000.003</td>\n",
       "      <td>21275</td>\n",
       "      <td>CK171</td>\n",
       "      <td>Cardiomyocyte</td>\n",
       "      <td>P2</td>\n",
       "      <td>RZ/BZ</td>\n",
       "      <td>RZ/BZ_P2</td>\n",
       "      <td>group_1</td>\n",
       "      <td>EFO:0030007</td>\n",
       "      <td>CL:0000513</td>\n",
       "      <td>HsapDv:0000138</td>\n",
       "      <td>MONDO:0005068</td>\n",
       "      <td>HANCESTRO:0005</td>\n",
       "      <td>True</td>\n",
       "      <td>NCBITaxon:9606</td>\n",
       "      <td>PATO:0000383</td>\n",
       "      <td>UBERON:0002084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CK171#TGATCAGAGGTAAGTT-1</th>\n",
       "      <td>10000.021</td>\n",
       "      <td>20991</td>\n",
       "      <td>CK171</td>\n",
       "      <td>Cardiomyocyte</td>\n",
       "      <td>P2</td>\n",
       "      <td>RZ/BZ</td>\n",
       "      <td>RZ/BZ_P2</td>\n",
       "      <td>group_1</td>\n",
       "      <td>EFO:0030007</td>\n",
       "      <td>CL:0000513</td>\n",
       "      <td>HsapDv:0000138</td>\n",
       "      <td>MONDO:0005068</td>\n",
       "      <td>HANCESTRO:0005</td>\n",
       "      <td>True</td>\n",
       "      <td>NCBITaxon:9606</td>\n",
       "      <td>PATO:0000383</td>\n",
       "      <td>UBERON:0002084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CK171#TAGCATGCAAGTCTCA-1</th>\n",
       "      <td>9999.971</td>\n",
       "      <td>21083</td>\n",
       "      <td>CK171</td>\n",
       "      <td>Cardiomyocyte</td>\n",
       "      <td>P2</td>\n",
       "      <td>RZ/BZ</td>\n",
       "      <td>RZ/BZ_P2</td>\n",
       "      <td>group_1</td>\n",
       "      <td>EFO:0030007</td>\n",
       "      <td>CL:0000513</td>\n",
       "      <td>HsapDv:0000138</td>\n",
       "      <td>MONDO:0005068</td>\n",
       "      <td>HANCESTRO:0005</td>\n",
       "      <td>True</td>\n",
       "      <td>NCBITaxon:9606</td>\n",
       "      <td>PATO:0000383</td>\n",
       "      <td>UBERON:0002084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CK171#TACATTCCAAACCTAC-1</th>\n",
       "      <td>9999.961</td>\n",
       "      <td>20742</td>\n",
       "      <td>CK171</td>\n",
       "      <td>Cardiomyocyte</td>\n",
       "      <td>P2</td>\n",
       "      <td>RZ/BZ</td>\n",
       "      <td>RZ/BZ_P2</td>\n",
       "      <td>group_1</td>\n",
       "      <td>EFO:0030007</td>\n",
       "      <td>CL:0000513</td>\n",
       "      <td>HsapDv:0000138</td>\n",
       "      <td>MONDO:0005068</td>\n",
       "      <td>HANCESTRO:0005</td>\n",
       "      <td>True</td>\n",
       "      <td>NCBITaxon:9606</td>\n",
       "      <td>PATO:0000383</td>\n",
       "      <td>UBERON:0002084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CK171#CACCACTGTCGCTAGC-1</th>\n",
       "      <td>10000.007</td>\n",
       "      <td>21186</td>\n",
       "      <td>CK171</td>\n",
       "      <td>Cardiomyocyte</td>\n",
       "      <td>P2</td>\n",
       "      <td>RZ/BZ</td>\n",
       "      <td>RZ/BZ_P2</td>\n",
       "      <td>group_1</td>\n",
       "      <td>EFO:0030007</td>\n",
       "      <td>CL:0000513</td>\n",
       "      <td>HsapDv:0000138</td>\n",
       "      <td>MONDO:0005068</td>\n",
       "      <td>HANCESTRO:0005</td>\n",
       "      <td>True</td>\n",
       "      <td>NCBITaxon:9606</td>\n",
       "      <td>PATO:0000383</td>\n",
       "      <td>UBERON:0002084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CK355#AACAGTCAGAATGCTA-1</th>\n",
       "      <td>10000.013</td>\n",
       "      <td>3413</td>\n",
       "      <td>CK355</td>\n",
       "      <td>Myeloid</td>\n",
       "      <td>P16</td>\n",
       "      <td>IZ</td>\n",
       "      <td>IZ_P16</td>\n",
       "      <td>group_2</td>\n",
       "      <td>EFO:0030007</td>\n",
       "      <td>CL:0001082</td>\n",
       "      <td>HsapDv:0000160</td>\n",
       "      <td>MONDO:0005068</td>\n",
       "      <td>HANCESTRO:0005</td>\n",
       "      <td>True</td>\n",
       "      <td>NCBITaxon:9606</td>\n",
       "      <td>PATO:0000383</td>\n",
       "      <td>UBERON:0002084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CK355#TGAATCGCATTTCTTG-1</th>\n",
       "      <td>9999.981</td>\n",
       "      <td>3014</td>\n",
       "      <td>CK355</td>\n",
       "      <td>Myeloid</td>\n",
       "      <td>P16</td>\n",
       "      <td>IZ</td>\n",
       "      <td>IZ_P16</td>\n",
       "      <td>group_2</td>\n",
       "      <td>EFO:0030007</td>\n",
       "      <td>CL:0001082</td>\n",
       "      <td>HsapDv:0000160</td>\n",
       "      <td>MONDO:0005068</td>\n",
       "      <td>HANCESTRO:0005</td>\n",
       "      <td>True</td>\n",
       "      <td>NCBITaxon:9606</td>\n",
       "      <td>PATO:0000383</td>\n",
       "      <td>UBERON:0002084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CK355#AATGGCTCAGGCTACC-1</th>\n",
       "      <td>9999.987</td>\n",
       "      <td>3075</td>\n",
       "      <td>CK355</td>\n",
       "      <td>Lymphoid</td>\n",
       "      <td>P16</td>\n",
       "      <td>IZ</td>\n",
       "      <td>IZ_P16</td>\n",
       "      <td>group_2</td>\n",
       "      <td>EFO:0030007</td>\n",
       "      <td>CL:0000838</td>\n",
       "      <td>HsapDv:0000160</td>\n",
       "      <td>MONDO:0005068</td>\n",
       "      <td>HANCESTRO:0005</td>\n",
       "      <td>True</td>\n",
       "      <td>NCBITaxon:9606</td>\n",
       "      <td>PATO:0000383</td>\n",
       "      <td>UBERON:0002084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CK355#CAGGGCTAGTGAGTTA-1</th>\n",
       "      <td>10000.001</td>\n",
       "      <td>3020</td>\n",
       "      <td>CK355</td>\n",
       "      <td>Myeloid</td>\n",
       "      <td>P16</td>\n",
       "      <td>IZ</td>\n",
       "      <td>IZ_P16</td>\n",
       "      <td>group_2</td>\n",
       "      <td>EFO:0030007</td>\n",
       "      <td>CL:0001082</td>\n",
       "      <td>HsapDv:0000160</td>\n",
       "      <td>MONDO:0005068</td>\n",
       "      <td>HANCESTRO:0005</td>\n",
       "      <td>True</td>\n",
       "      <td>NCBITaxon:9606</td>\n",
       "      <td>PATO:0000383</td>\n",
       "      <td>UBERON:0002084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CK355#CAATCCCTCTCTGCAC-1</th>\n",
       "      <td>10000.000</td>\n",
       "      <td>2929</td>\n",
       "      <td>CK355</td>\n",
       "      <td>Myeloid</td>\n",
       "      <td>P16</td>\n",
       "      <td>IZ</td>\n",
       "      <td>IZ_P16</td>\n",
       "      <td>group_2</td>\n",
       "      <td>EFO:0030007</td>\n",
       "      <td>CL:0001082</td>\n",
       "      <td>HsapDv:0000160</td>\n",
       "      <td>MONDO:0005068</td>\n",
       "      <td>HANCESTRO:0005</td>\n",
       "      <td>True</td>\n",
       "      <td>NCBITaxon:9606</td>\n",
       "      <td>PATO:0000383</td>\n",
       "      <td>UBERON:0002084</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>46086 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           n_counts  n_genes sample cell_type_original  \\\n",
       "CK171#AGGCGTCCACCATTCC-1  10000.003    21275  CK171      Cardiomyocyte   \n",
       "CK171#TGATCAGAGGTAAGTT-1  10000.021    20991  CK171      Cardiomyocyte   \n",
       "CK171#TAGCATGCAAGTCTCA-1   9999.971    21083  CK171      Cardiomyocyte   \n",
       "CK171#TACATTCCAAACCTAC-1   9999.961    20742  CK171      Cardiomyocyte   \n",
       "CK171#CACCACTGTCGCTAGC-1  10000.007    21186  CK171      Cardiomyocyte   \n",
       "...                             ...      ...    ...                ...   \n",
       "CK355#AACAGTCAGAATGCTA-1  10000.013     3413  CK355            Myeloid   \n",
       "CK355#TGAATCGCATTTCTTG-1   9999.981     3014  CK355            Myeloid   \n",
       "CK355#AATGGCTCAGGCTACC-1   9999.987     3075  CK355           Lymphoid   \n",
       "CK355#CAGGGCTAGTGAGTTA-1  10000.001     3020  CK355            Myeloid   \n",
       "CK355#CAATCCCTCTCTGCAC-1  10000.000     2929  CK355            Myeloid   \n",
       "\n",
       "                         patient region patient_region    group  \\\n",
       "CK171#AGGCGTCCACCATTCC-1      P2  RZ/BZ       RZ/BZ_P2  group_1   \n",
       "CK171#TGATCAGAGGTAAGTT-1      P2  RZ/BZ       RZ/BZ_P2  group_1   \n",
       "CK171#TAGCATGCAAGTCTCA-1      P2  RZ/BZ       RZ/BZ_P2  group_1   \n",
       "CK171#TACATTCCAAACCTAC-1      P2  RZ/BZ       RZ/BZ_P2  group_1   \n",
       "CK171#CACCACTGTCGCTAGC-1      P2  RZ/BZ       RZ/BZ_P2  group_1   \n",
       "...                          ...    ...            ...      ...   \n",
       "CK355#AACAGTCAGAATGCTA-1     P16     IZ         IZ_P16  group_2   \n",
       "CK355#TGAATCGCATTTCTTG-1     P16     IZ         IZ_P16  group_2   \n",
       "CK355#AATGGCTCAGGCTACC-1     P16     IZ         IZ_P16  group_2   \n",
       "CK355#CAGGGCTAGTGAGTTA-1     P16     IZ         IZ_P16  group_2   \n",
       "CK355#CAATCCCTCTCTGCAC-1     P16     IZ         IZ_P16  group_2   \n",
       "\n",
       "                         assay_ontology_term_id cell_type_ontology_term_id  \\\n",
       "CK171#AGGCGTCCACCATTCC-1            EFO:0030007                 CL:0000513   \n",
       "CK171#TGATCAGAGGTAAGTT-1            EFO:0030007                 CL:0000513   \n",
       "CK171#TAGCATGCAAGTCTCA-1            EFO:0030007                 CL:0000513   \n",
       "CK171#TACATTCCAAACCTAC-1            EFO:0030007                 CL:0000513   \n",
       "CK171#CACCACTGTCGCTAGC-1            EFO:0030007                 CL:0000513   \n",
       "...                                         ...                        ...   \n",
       "CK355#AACAGTCAGAATGCTA-1            EFO:0030007                 CL:0001082   \n",
       "CK355#TGAATCGCATTTCTTG-1            EFO:0030007                 CL:0001082   \n",
       "CK355#AATGGCTCAGGCTACC-1            EFO:0030007                 CL:0000838   \n",
       "CK355#CAGGGCTAGTGAGTTA-1            EFO:0030007                 CL:0001082   \n",
       "CK355#CAATCCCTCTCTGCAC-1            EFO:0030007                 CL:0001082   \n",
       "\n",
       "                         development_stage_ontology_term_id  \\\n",
       "CK171#AGGCGTCCACCATTCC-1                     HsapDv:0000138   \n",
       "CK171#TGATCAGAGGTAAGTT-1                     HsapDv:0000138   \n",
       "CK171#TAGCATGCAAGTCTCA-1                     HsapDv:0000138   \n",
       "CK171#TACATTCCAAACCTAC-1                     HsapDv:0000138   \n",
       "CK171#CACCACTGTCGCTAGC-1                     HsapDv:0000138   \n",
       "...                                                     ...   \n",
       "CK355#AACAGTCAGAATGCTA-1                     HsapDv:0000160   \n",
       "CK355#TGAATCGCATTTCTTG-1                     HsapDv:0000160   \n",
       "CK355#AATGGCTCAGGCTACC-1                     HsapDv:0000160   \n",
       "CK355#CAGGGCTAGTGAGTTA-1                     HsapDv:0000160   \n",
       "CK355#CAATCCCTCTCTGCAC-1                     HsapDv:0000160   \n",
       "\n",
       "                         disease_ontology_term_id ethnicity_ontology_term_id  \\\n",
       "CK171#AGGCGTCCACCATTCC-1            MONDO:0005068             HANCESTRO:0005   \n",
       "CK171#TGATCAGAGGTAAGTT-1            MONDO:0005068             HANCESTRO:0005   \n",
       "CK171#TAGCATGCAAGTCTCA-1            MONDO:0005068             HANCESTRO:0005   \n",
       "CK171#TACATTCCAAACCTAC-1            MONDO:0005068             HANCESTRO:0005   \n",
       "CK171#CACCACTGTCGCTAGC-1            MONDO:0005068             HANCESTRO:0005   \n",
       "...                                           ...                        ...   \n",
       "CK355#AACAGTCAGAATGCTA-1            MONDO:0005068             HANCESTRO:0005   \n",
       "CK355#TGAATCGCATTTCTTG-1            MONDO:0005068             HANCESTRO:0005   \n",
       "CK355#AATGGCTCAGGCTACC-1            MONDO:0005068             HANCESTRO:0005   \n",
       "CK355#CAGGGCTAGTGAGTTA-1            MONDO:0005068             HANCESTRO:0005   \n",
       "CK355#CAATCCCTCTCTGCAC-1            MONDO:0005068             HANCESTRO:0005   \n",
       "\n",
       "                          is_primary_data organism_ontology_term_id  \\\n",
       "CK171#AGGCGTCCACCATTCC-1             True            NCBITaxon:9606   \n",
       "CK171#TGATCAGAGGTAAGTT-1             True            NCBITaxon:9606   \n",
       "CK171#TAGCATGCAAGTCTCA-1             True            NCBITaxon:9606   \n",
       "CK171#TACATTCCAAACCTAC-1             True            NCBITaxon:9606   \n",
       "CK171#CACCACTGTCGCTAGC-1             True            NCBITaxon:9606   \n",
       "...                                   ...                       ...   \n",
       "CK355#AACAGTCAGAATGCTA-1             True            NCBITaxon:9606   \n",
       "CK355#TGAATCGCATTTCTTG-1             True            NCBITaxon:9606   \n",
       "CK355#AATGGCTCAGGCTACC-1             True            NCBITaxon:9606   \n",
       "CK355#CAGGGCTAGTGAGTTA-1             True            NCBITaxon:9606   \n",
       "CK355#CAATCCCTCTCTGCAC-1             True            NCBITaxon:9606   \n",
       "\n",
       "                         sex_ontology_term_id tissue_ontology_term_id  \n",
       "CK171#AGGCGTCCACCATTCC-1         PATO:0000383          UBERON:0002084  \n",
       "CK171#TGATCAGAGGTAAGTT-1         PATO:0000383          UBERON:0002084  \n",
       "CK171#TAGCATGCAAGTCTCA-1         PATO:0000383          UBERON:0002084  \n",
       "CK171#TACATTCCAAACCTAC-1         PATO:0000383          UBERON:0002084  \n",
       "CK171#CACCACTGTCGCTAGC-1         PATO:0000383          UBERON:0002084  \n",
       "...                                       ...                     ...  \n",
       "CK355#AACAGTCAGAATGCTA-1         PATO:0000383          UBERON:0002084  \n",
       "CK355#TGAATCGCATTTCTTG-1         PATO:0000383          UBERON:0002084  \n",
       "CK355#AATGGCTCAGGCTACC-1         PATO:0000383          UBERON:0002084  \n",
       "CK355#CAGGGCTAGTGAGTTA-1         PATO:0000383          UBERON:0002084  \n",
       "CK355#CAATCCCTCTCTGCAC-1         PATO:0000383          UBERON:0002084  \n",
       "\n",
       "[46086 rows x 17 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.obs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "c5fe613f-3ede-419a-93ec-14ff8cf3244b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "n_counts                               float64\n",
       "n_genes                                  int32\n",
       "sample                                category\n",
       "cell_type_original                    category\n",
       "patient                               category\n",
       "region                                category\n",
       "patient_region                        category\n",
       "group                                 category\n",
       "assay_ontology_term_id                category\n",
       "cell_type_ontology_term_id            category\n",
       "development_stage_ontology_term_id    category\n",
       "disease_ontology_term_id              category\n",
       "ethnicity_ontology_term_id            category\n",
       "is_primary_data                           bool\n",
       "organism_ontology_term_id             category\n",
       "sex_ontology_term_id                  category\n",
       "tissue_ontology_term_id               category\n",
       "dtype: object"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.obs.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "b93e7bc1-e4bf-4b01-923d-7ef8cbd97fa8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# update Gene Metadata\n",
    "# feature_biotype\n",
    "adata.var[\"feature_biotype\"] = \"gene\"\n",
    "\n",
    "# feature_id\n",
    "# adata.var[\"feature_id\"] = \"gene\"\n",
    "\n",
    "# feature_is_filtered\n",
    "adata.var[\"feature_is_filtered\"] = False\n",
    "\n",
    "adata.var.drop(\n",
    "    columns=[\"features\",], inplace=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "4db94cf2-080b-4733-a019-c96a43dc0ec9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>feature_biotype</th>\n",
       "      <th>feature_is_filtered</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>OR4F5</th>\n",
       "      <td>gene</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC729737</th>\n",
       "      <td>gene</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>LOC101928626</th>\n",
       "      <td>gene</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FAM87B</th>\n",
       "      <td>gene</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LINC01128</th>\n",
       "      <td>gene</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RAB39B</th>\n",
       "      <td>gene</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CLIC2</th>\n",
       "      <td>gene</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H2AFB1</th>\n",
       "      <td>gene</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F8A2</th>\n",
       "      <td>gene</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TMLHE</th>\n",
       "      <td>gene</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>24919 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             feature_biotype  feature_is_filtered\n",
       "OR4F5                   gene                False\n",
       "LOC729737               gene                False\n",
       "LOC101928626            gene                False\n",
       "FAM87B                  gene                False\n",
       "LINC01128               gene                False\n",
       "...                      ...                  ...\n",
       "RAB39B                  gene                False\n",
       "CLIC2                   gene                False\n",
       "H2AFB1                  gene                False\n",
       "F8A2                    gene                False\n",
       "TMLHE                   gene                False\n",
       "\n",
       "[24919 rows x 2 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.var"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "4b495e6e-a038-4a77-b201-26b098268828",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>_index</th>\n",
       "      <th>feature_biotype</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>OR4F5</th>\n",
       "      <td>OR4F5</td>\n",
       "      <td>gene</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC729737</th>\n",
       "      <td>LOC729737</td>\n",
       "      <td>gene</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC101928626</th>\n",
       "      <td>LOC101928626</td>\n",
       "      <td>gene</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FAM87B</th>\n",
       "      <td>FAM87B</td>\n",
       "      <td>gene</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LINC01128</th>\n",
       "      <td>LINC01128</td>\n",
       "      <td>gene</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>RAB39B</th>\n",
       "      <td>RAB39B</td>\n",
       "      <td>gene</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CLIC2</th>\n",
       "      <td>CLIC2</td>\n",
       "      <td>gene</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H2AFB1</th>\n",
       "      <td>H2AFB1</td>\n",
       "      <td>gene</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F8A2</th>\n",
       "      <td>F8A2</td>\n",
       "      <td>gene</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TMLHE</th>\n",
       "      <td>TMLHE</td>\n",
       "      <td>gene</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>24919 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    _index feature_biotype\n",
       "OR4F5                OR4F5            gene\n",
       "LOC729737        LOC729737            gene\n",
       "LOC101928626  LOC101928626            gene\n",
       "FAM87B              FAM87B            gene\n",
       "LINC01128        LINC01128            gene\n",
       "...                    ...             ...\n",
       "RAB39B              RAB39B            gene\n",
       "CLIC2                CLIC2            gene\n",
       "H2AFB1              H2AFB1            gene\n",
       "F8A2                  F8A2            gene\n",
       "TMLHE                TMLHE            gene\n",
       "\n",
       "[24919 rows x 2 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.raw.var[\"feature_biotype\"] = \"gene\"\n",
    "adata.raw.var.index = adata.var.index\n",
    "adata.raw.var"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "1f72d5de-0b35-491f-99fa-219374e99aaa",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>feature_biotype</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>OR4F5</th>\n",
       "      <td>gene</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC729737</th>\n",
       "      <td>gene</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LOC101928626</th>\n",
       "      <td>gene</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FAM87B</th>\n",
       "      <td>gene</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LINC01128</th>\n",
       "      <td>gene</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>RAB39B</th>\n",
       "      <td>gene</td>\n",
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       "      <th>CLIC2</th>\n",
       "      <td>gene</td>\n",
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       "      <th>H2AFB1</th>\n",
       "      <td>gene</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>F8A2</th>\n",
       "      <td>gene</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TMLHE</th>\n",
       "      <td>gene</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>24919 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             feature_biotype\n",
       "OR4F5                   gene\n",
       "LOC729737               gene\n",
       "LOC101928626            gene\n",
       "FAM87B                  gene\n",
       "LINC01128               gene\n",
       "...                      ...\n",
       "RAB39B                  gene\n",
       "CLIC2                   gene\n",
       "H2AFB1                  gene\n",
       "F8A2                    gene\n",
       "TMLHE                   gene\n",
       "\n",
       "[24919 rows x 1 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.raw.var.drop(\n",
    "    columns=[\"_index\",], inplace=True,\n",
    ")\n",
    "\n",
    "adata.raw.var"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "45eb1274-f59d-4e0b-bd94-aad5d299da70",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Dataset Metadata\n",
    "\n",
    "# schema_version\n",
    "adata.uns[\"schema_version\"] = \"2.0.0\"\n",
    "\n",
    "# title\n",
    "adata.uns[\"title\"] = \"All-snATAC-Spatial multi-omic map of human myocardial infarction\"\n",
    "\n",
    "# X_normalization\n",
    "adata.uns[\"X_normalization\"] = \"LogNormalization\"\n",
    "\n",
    "# batch_condition\n",
    "adata.uns[\"batch_condition\"] = [\"sample\"]\n",
    "\n",
    "# default_embedding\n",
    "adata.uns[\"default_embedding\"] = \"X_umap\"\n",
    "\n",
    "# X_approximate_distribution\n",
    "adata.uns[\"X_approximate_distribution\"] = \"normal\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "286dd72b-457a-45a7-8b61-9736c67ee3a8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "... storing 'tissue_ontology_term_id' as categorical\n",
      "... storing 'feature_biotype' as categorical\n",
      "... storing 'feature_biotype' as categorical\n"
     ]
    }
   ],
   "source": [
    "adata.write(\"./snATAC-seq-submission.h5ad\")"
   ]
  }
 ],
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